In [1]:
# Xử lý dữ liệu
import pandas as pd
import numpy as np
import os
import re
import missingno as msno
import statsmodels.api as sm
from statsmodels.tsa.interp import denton
import warnings
# Lưu model
import joblib
import json
# Machine Learning
from sklearn.model_selection import RandomizedSearchCV
from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor
import lightgbm as lgb
import xgboost as xgb
from scipy.stats import randint
from sklearn.preprocessing import RobustScaler, MinMaxScaler, StandardScaler, MaxAbsScaler, QuantileTransformer, PowerTransformer
from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, roc_auc_score, classification_report, confusion_matrix
# Deep Learning - LSTM
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.layers import Input, LSTM, Dense, Dropout, Bidirectional, BatchNormalization
from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau, TensorBoard
from tensorflow.keras.optimizers import Adam, RMSprop
# Visualization
import matplotlib.pyplot as plt
import seaborn as sns
import plotly.express as px
# Warning
import warnings
warnings.filterwarnings('ignore')
from IPython.display import display
# Đặt định dạng hiển thị số với 2 chữ số thập phân
pd.options.display.float_format = '{:,.2f}'.format
# Bỏ giới hạn hiển thị dòng và cột
pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
File này sẽ sử dụng kết quả dự đoán của mô hình dự đoán giá cổ phiếu từ Báo cáo tài chính và Thị trường, đồng thời sẽ tích hợp các Features thu được từ việc phân tích tin tức với LLM.
In [2]:
# Đọc dữ liệu
def basic_stats(df, name):
print(name)
display(df.head())
display(df.tail())
print(df.info())
print("Số giá trị bị rỗng:")
print(df.isnull().sum())
print("Thống kê các giá trị:")
display(df.describe())
print(df.nunique())
print("Các giá trị độc nhất của từng trường dữ liệu:")
for col in list(df.columns):
print(f"{col}:")
print(f"{list(df[col].unique())[:20]}..., số giá trị độc nhất: {len(list(df[col].unique()))}")
print("Các bản ghi bị trùng:")
display(df[df.duplicated()])
In [3]:
# Có thể chỉnh sửa đường dẫn nếu cần
folder_path = 'DATA EXPLORER CONTEST/Data/'
data = {}
for filename in sorted(os.listdir(folder_path)):
if os.path.isfile(os.path.join(folder_path, filename)):
print(f"Accessing file: {filename}")
data[filename] = pd.read_csv(os.path.join(folder_path, filename))
basic_stats(data[filename], filename)
Accessing file: CMG_financial_data_processed.csv CMG_financial_data_processed.csv
| Indicator | StockID | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | BVPS cơ bản | CMG | 10,836.00 | 10,943.00 | 8,620.00 | 8,425.00 | 8,880.00 | 14,863.00 | 16,649.00 | 14,079.00 | 19,264.00 | 19,183.00 | 22,936.00 | 23,863.00 | 25,832.00 | 21,056.00 | 18,106.00 | 10,765.00 | 10,974.00 | 8,910.00 | 8,527.00 | 9,338.00 | 15,339.00 | 16,271.00 | 14,124.00 | 19,411.00 | 31,019.00 | 23,578.00 | 24,812.00 | 27,175.00 | 21,514.00 | 18,091.00 | 10,907.00 | 11,353.00 | 10,276.00 | 9,040.00 | 8,960.00 | 9,899.00 | 16,124.00 | 17,352.00 | 19,163.00 | 20,351.00 | 22,632.00 | 23,452.00 | 25,904.00 | 28,217.00 | 21,740.00 | 18,833.00 | 11,353.00 | 8,979.00 | 8,774.00 | 8,812.00 | 10,178.00 | 16,460.00 | 17,810.00 | 18,822.00 | 19,231.00 | 22,735.00 | 23,989.00 | 26,615.00 | 20,818.00 | 17,585.00 | 12,835.00 | 19,381.00 | 10,571.00 | 12,017.00 | 10,859.00 | 8,671.00 | 8,583.00 | 8,867.00 | 10,084.00 | 16,568.00 | 17,649.00 | 18,540.00 | 18,910.00 | 22,524.00 | 23,230.00 | 26,899.00 | 20,736.00 | 17,598.00 |
| 1 | Doanh thu thuần | CMG | 1,610,336 | 821,419 | 530,816 | 559,843 | 635,239 | 756,779 | 987,307 | 1,040,356 | 1,202,209 | 1,106,869 | 1,058,028 | 1,300,869 | 1,709,273 | 1,771,468 | 1,793,444 | 922,414 | 718,998 | 751,085 | 687,825 | 803,020 | 885,136 | 1,168,215 | 1,354,581 | 1,256,553 | 1,193,295 | 1,245,704 | 1,373,350 | 1,835,257 | 1,789,573 | 2,184,512 | 867,182 | 977,300 | 685,556 | 806,244 | 825,069 | 842,396 | 1,075,364 | 1,163,880 | 1,417,214 | 1,452,397 | 1,486,753 | 1,545,943 | 1,838,288 | 2,302,108 | 2,116,747 | 2,303,163 | 977,300 | 690,110 | 767,773 | 836,462 | 936,024 | 970,102 | 1,070,106 | 1,045,576 | 1,323,755 | 1,214,089 | 1,369,723 | 1,781,221 | 1,831,021 | 1,649,042 | NaN | 1,108,066 | 2,001,186 | 3,408,605 | 3,670,427 | 2,780,068 | 2,531,407 | 2,858,615 | 3,264,707 | 3,693,813 | 4,384,363 | 4,869,842 | 5,185,715 | 4,855,806 | 5,181,109 | 6,290,385 | 7,663,640 | 7,341,773 |
| 2 | EPS 4 quý | CMG | 286.00 | 1,239.00 | -919.00 | 288.00 | 607.00 | 1,641.00 | 1,741.00 | 1,938.00 | 2,651.00 | 1,865.00 | 1,938.00 | 2,000.00 | 2,938.00 | 2,608.00 | 2,016.00 | 392.00 | 1,175.00 | -642.00 | 87.00 | 1,000.00 | 1,661.00 | 1,768.00 | 2,447.00 | 2,315.00 | 1,854.00 | 1,776.00 | 2,284.00 | 3,025.00 | 2,246.00 | 1,861.00 | 114.00 | 793.00 | 723.00 | -615.00 | 412.00 | 1,193.00 | 1,713.00 | 1,765.00 | 2,567.00 | 2,251.00 | 2,015.00 | 1,749.00 | 2,549.00 | 3,085.00 | 2,210.00 | 1,737.00 | 1,309.00 | -774.00 | 329.00 | 332.00 | 1,584.00 | 1,664.00 | 1,849.00 | 2,484.00 | 2,329.00 | 1,851.00 | 1,843.00 | 2,610.00 | 2,818.00 | 2,145.00 | 0 | 2,136.00 | 1,379.00 | 1,941.00 | 573.00 | -1,577.00 | 149.00 | 254.00 | 1,646.00 | 1,623.00 | 2,366.00 | 2,018.00 | 2,339.00 | 1,749.00 | 657.00 | 2,415.00 | 2,680.00 | 2,218.00 |
| 3 | LN thuần từ HĐKD | CMG | 41,056 | 10,988 | -989 | -7,265 | 9,325 | 18,194 | 32,775 | 36,027 | 51,118 | 27,324 | 48,267 | 72,017 | 105,898 | 108,649 | 114,375 | 20,174 | -192 | 11,400 | 8,636 | 31,302 | 42,355 | 47,591 | 93,073 | 69,802 | 77,793 | 83,728 | 114,370 | 116,603 | 89,263 | 88,704 | 16,260 | 44,248 | 6,949 | 5,174 | 34,063 | 43,877 | 58,244 | 60,425 | 64,556 | 68,151 | 95,226 | 98,987 | 132,106 | 132,333 | 168,928 | 178,469 | 44,248 | -63,413 | 7,211 | -7,897 | 24,131 | 32,630 | 36,576 | 36,712 | 54,103 | 50,606 | 66,017 | 72,973 | 79,110 | 74,525 | NaN | 88,263 | 111,408 | 152,106 | 58,232 | -92,063 | 10,864 | 31,995 | 121,508 | 150,334 | 176,071 | 203,133 | 247,195 | 247,075 | 285,996 | 397,489 | 401,311 | 455,908 |
| 4 | LNST của CĐ cty mẹ | CMG | 28,845 | 6,438 | -3,670 | -6,373 | 11,796 | 15,524 | 20,619 | 26,514 | 38,204 | 8,591 | 28,354 | 44,089 | 79,902 | 83,918 | 83,226 | 6,705 | 2,632 | 20,031 | 6,482 | 32,436 | 33,792 | 35,587 | 69,334 | 47,599 | 48,975 | 46,744 | 75,138 | 90,658 | 67,951 | 61,051 | 7,274 | 32,726 | 4,046 | 5,186 | 26,879 | 39,697 | 43,142 | 42,934 | 50,864 | 47,235 | 67,003 | 71,845 | 98,336 | 111,603 | 130,078 | 126,571 | 32,726 | -62,690 | 548 | -4,893 | 21,026 | 17,781 | 23,346 | 18,062 | 25,796 | 27,912 | 37,311 | 43,431 | 44,385 | 43,479 | NaN | 72,608 | 87,587 | 123,307 | 36,344 | -101,023 | 10,051 | 16,894 | 109,036 | 107,516 | 156,707 | 133,844 | 159,483 | 144,047 | 65,722 | 241,532 | 310,517 | 336,519 |
| Indicator | StockID | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | ROEA | CMG | 3.98 | 0.93 | -0.63 | -1.11 | 1.99 | 1.80 | 1.86 | 2.52 | 3.00 | 0.63 | 1.25 | 1.87 | 2.90 | 2.67 | 2.45 | 0.98 | 0.38 | 3.39 | 1.14 | 5.29 | 3.32 | 3.21 | 7.42 | 3.66 | 2.71 | 2.01 | 3.09 | 3.14 | 2.12 | 1.77 | 2.10 | 4.66 | 0.58 | 0.86 | 4.56 | 6.13 | 4.07 | 3.82 | 4.61 | 3.53 | 2.98 | 3.06 | 3.88 | 3.70 | 3.99 | 3.60 | 4.54 | -9.67 | 0.09 | -0.82 | 2.98 | 1.62 | 2.00 | 1.42 | 1.87 | 1.23 | 1.57 | 1.65 | 1.43 | 1.31 | 0 | 20.08 | 13.17 | 17.18 | 5.00 | -15.88 | 1.73 | 2.90 | 16.59 | 11.79 | 13.83 | 11.07 | 12.22 | 7.97 | 2.87 | 9.64 | 10.68 | 10.41 |
| 13 | ROS | CMG | 1.72 | 0.71 | -0.64 | -1.20 | 1.92 | 2.57 | 2.86 | 3.32 | 4.04 | 1.95 | 4.04 | 4.80 | 5.38 | 5.46 | 5.42 | 0.67 | 0.31 | 2.14 | 0.94 | 4.22 | 4.69 | 3.57 | 6.24 | 4.79 | 5.69 | 5.26 | 7.01 | 5.65 | 4.52 | 3.56 | 0.71 | 3.35 | 0.49 | 0.71 | 3.68 | 5.07 | 4.97 | 4.60 | 4.34 | 4.29 | 5.59 | 5.70 | 6.48 | 5.42 | 7.24 | 6.56 | 3.35 | -9.20 | 0.53 | -0.20 | 2.50 | 2.68 | 3.01 | 2.87 | 3.21 | 3.66 | 3.91 | 3.45 | 2.85 | 3.66 | 0 | 6.53 | 4.34 | 3.60 | 0.94 | -3.74 | 0.39 | 0.82 | 3.61 | 3.70 | 3.57 | 3.70 | 4.13 | 4.30 | 4.65 | 5.05 | 4.63 | 5.47 |
| 14 | Tài sản ngắn hạn | CMG | 1,933,183 | 1,287,452 | 1,019,304 | 975,849 | 900,326 | 1,200,034 | 1,483,497 | 1,542,768 | 1,967,147 | 2,439,354 | 3,153,232 | 3,126,655 | 3,497,029 | 3,234,755 | 3,587,665 | 1,718,506 | 1,102,042 | 1,079,265 | 853,412 | 783,035 | 1,156,274 | 1,479,070 | 1,623,697 | 2,021,912 | 3,065,533 | 3,069,638 | 3,215,365 | 3,541,812 | 3,366,116 | 3,962,958 | 1,316,482 | 1,583,209 | 1,247,906 | 1,137,597 | 930,625 | 954,330 | 1,233,825 | 1,490,075 | 1,905,337 | 2,178,587 | 3,042,821 | 3,055,209 | 3,739,980 | 3,803,282 | 3,677,883 | 3,964,438 | 1,583,209 | 1,021,931 | 1,030,908 | 904,047 | 989,624 | 1,317,954 | 1,302,540 | 1,683,622 | 2,297,584 | 2,931,781 | 2,921,848 | 3,650,198 | 3,402,610 | 3,247,345 | 374,347 | 935,239 | 1,334,977 | 1,680,526 | 1,483,175 | 1,062,596 | 978,625 | 913,826 | 934,212 | 1,303,119 | 1,369,835 | 1,663,914 | 2,198,562 | 2,925,508 | 2,861,063 | 3,513,116 | 3,535,833 | 3,172,994 |
| 15 | Tổng tài sản | CMG | 2,486,648 | 1,733,319 | 1,515,531 | 1,674,172 | 1,674,876 | 2,024,813 | 2,375,324 | 2,612,221 | 3,292,410 | 4,035,649 | 4,958,111 | 5,253,316 | 6,444,621 | 6,973,847 | 7,303,536 | 2,308,843 | 1,560,581 | 1,716,360 | 1,568,126 | 1,563,872 | 2,005,533 | 2,424,911 | 2,716,193 | 3,371,430 | 4,675,083 | 5,049,690 | 5,446,220 | 6,677,892 | 6,947,863 | 7,696,552 | 1,763,272 | 2,158,498 | 1,711,745 | 1,828,572 | 1,662,349 | 1,755,044 | 2,118,466 | 2,482,220 | 3,120,977 | 3,593,510 | 4,724,331 | 5,101,363 | 5,996,182 | 6,922,756 | 7,279,034 | 7,719,735 | 2,158,498 | 1,490,644 | 1,721,341 | 1,677,188 | 1,812,792 | 2,204,683 | 2,361,050 | 2,996,698 | 3,852,081 | 4,648,618 | 5,028,879 | 6,170,471 | 6,641,662 | 6,922,260 | 399,383 | 969,752 | 1,668,682 | 2,166,408 | 1,934,682 | 1,530,007 | 1,672,329 | 1,688,807 | 1,762,358 | 2,195,669 | 2,418,839 | 2,997,628 | 3,708,919 | 4,649,385 | 4,983,477 | 6,255,925 | 6,561,871 | 6,853,773 |
| 16 | Vốn chủ sở hữu | CMG | 686,693 | 695,247 | 580,462 | 567,341 | 597,980 | 1,000,905 | 1,121,166 | 932,613 | 1,297,264 | 1,382,212 | 2,293,633 | 2,386,282 | 2,815,657 | 3,171,000 | 3,440,604 | 683,982 | 697,271 | 599,999 | 574,214 | 628,838 | 1,032,987 | 1,095,715 | 935,623 | 1,307,179 | 2,235,046 | 2,357,818 | 2,481,194 | 2,962,088 | 3,239,877 | 3,445,220 | 693,012 | 721,339 | 692,011 | 608,780 | 603,405 | 666,603 | 1,085,814 | 1,149,457 | 1,269,410 | 1,370,494 | 2,263,222 | 2,345,166 | 2,590,378 | 3,075,648 | 3,273,530 | 3,585,717 | 721,339 | 604,635 | 590,873 | 593,426 | 744,361 | 1,108,479 | 1,179,793 | 1,267,481 | 1,385,707 | 2,273,528 | 2,398,910 | 2,661,539 | 3,135,052 | 3,341,595 | 64,310 | 658,945 | 671,639 | 763,503 | 688,844 | 583,092 | 577,160 | 587,357 | 727,076 | 1,097,499 | 1,169,142 | 1,248,543 | 1,362,556 | 2,252,403 | 2,323,023 | 2,689,874 | 3,122,743 | 3,344,148 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 17 entries, 0 to 16 Data columns (total 80 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Indicator 17 non-null object 1 StockID 17 non-null object 2 Q1_2010 17 non-null object 3 Q1_2011 17 non-null object 4 Q1_2012 17 non-null object 5 Q1_2013 17 non-null object 6 Q1_2014 17 non-null object 7 Q1_2015 16 non-null object 8 Q1_2016 16 non-null object 9 Q1_2017 17 non-null object 10 Q1_2018 16 non-null object 11 Q1_2019 16 non-null object 12 Q1_2020 16 non-null object 13 Q1_2021 16 non-null object 14 Q1_2022 16 non-null object 15 Q1_2023 16 non-null object 16 Q1_2024 16 non-null object 17 Q2_2010 17 non-null object 18 Q2_2011 17 non-null object 19 Q2_2012 17 non-null object 20 Q2_2013 17 non-null object 21 Q2_2014 17 non-null object 22 Q2_2015 16 non-null object 23 Q2_2016 16 non-null object 24 Q2_2017 17 non-null object 25 Q2_2018 16 non-null object 26 Q2_2019 16 non-null object 27 Q2_2020 16 non-null object 28 Q2_2021 16 non-null object 29 Q2_2022 16 non-null object 30 Q2_2023 16 non-null object 31 Q2_2024 16 non-null object 32 Q3_2009 17 non-null object 33 Q3_2010 17 non-null object 34 Q3_2011 17 non-null object 35 Q3_2012 17 non-null object 36 Q3_2013 17 non-null object 37 Q3_2014 17 non-null object 38 Q3_2015 16 non-null object 39 Q3_2016 16 non-null object 40 Q3_2017 16 non-null object 41 Q3_2018 16 non-null object 42 Q3_2019 16 non-null object 43 Q3_2020 16 non-null object 44 Q3_2021 16 non-null object 45 Q3_2022 16 non-null object 46 Q3_2023 16 non-null object 47 Q3_2024 16 non-null object 48 Q4_2010 17 non-null object 49 Q4_2011 17 non-null object 50 Q4_2012 17 non-null object 51 Q4_2013 17 non-null object 52 Q4_2014 17 non-null object 53 Q4_2015 16 non-null object 54 Q4_2016 16 non-null object 55 Q4_2017 16 non-null object 56 Q4_2018 16 non-null object 57 Q4_2019 16 non-null object 58 Q4_2020 16 non-null object 59 Q4_2021 16 non-null object 60 Q4_2022 16 non-null object 61 Q4_2023 16 non-null object 62 Y2006 11 non-null object 63 Y2007 16 non-null object 64 Y2008 17 non-null object 65 Y2009 17 non-null object 66 Y2010 17 non-null object 67 Y2011 17 non-null object 68 Y2012 17 non-null object 69 Y2013 17 non-null object 70 Y2014 17 non-null object 71 Y2015 16 non-null object 72 Y2016 16 non-null object 73 Y2017 16 non-null object 74 Y2018 16 non-null object 75 Y2019 16 non-null object 76 Y2020 16 non-null object 77 Y2021 16 non-null object 78 Y2022 16 non-null object 79 Y2023 16 non-null object dtypes: object(80) memory usage: 10.8+ KB None Số giá trị bị rỗng: Indicator 0 StockID 0 Q1_2010 0 Q1_2011 0 Q1_2012 0 Q1_2013 0 Q1_2014 0 Q1_2015 1 Q1_2016 1 Q1_2017 0 Q1_2018 1 Q1_2019 1 Q1_2020 1 Q1_2021 1 Q1_2022 1 Q1_2023 1 Q1_2024 1 Q2_2010 0 Q2_2011 0 Q2_2012 0 Q2_2013 0 Q2_2014 0 Q2_2015 1 Q2_2016 1 Q2_2017 0 Q2_2018 1 Q2_2019 1 Q2_2020 1 Q2_2021 1 Q2_2022 1 Q2_2023 1 Q2_2024 1 Q3_2009 0 Q3_2010 0 Q3_2011 0 Q3_2012 0 Q3_2013 0 Q3_2014 0 Q3_2015 1 Q3_2016 1 Q3_2017 1 Q3_2018 1 Q3_2019 1 Q3_2020 1 Q3_2021 1 Q3_2022 1 Q3_2023 1 Q3_2024 1 Q4_2010 0 Q4_2011 0 Q4_2012 0 Q4_2013 0 Q4_2014 0 Q4_2015 1 Q4_2016 1 Q4_2017 1 Q4_2018 1 Q4_2019 1 Q4_2020 1 Q4_2021 1 Q4_2022 1 Q4_2023 1 Y2006 6 Y2007 1 Y2008 0 Y2009 0 Y2010 0 Y2011 0 Y2012 0 Y2013 0 Y2014 0 Y2015 1 Y2016 1 Y2017 1 Y2018 1 Y2019 1 Y2020 1 Y2021 1 Y2022 1 Y2023 1 dtype: int64 Thống kê các giá trị:
| Indicator | StockID | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 11 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 |
| unique | 17 | 1 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 16 | 17 | 16 | 16 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 16 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 8 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 15 | 16 | 16 | 16 | 16 | 16 | 16 | 16 |
| top | BVPS cơ bản | CMG | 10,836.00 | 10,943.00 | 8,620.00 | 8,425.00 | 8,880.00 | 14,863.00 | 16,649.00 | 14,079.00 | 19,264.00 | 19,183.00 | 22,936.00 | 23,863.00 | 25,832.00 | 21,056.00 | 18,106.00 | 10,765.00 | 10,974.00 | 8,910.00 | 6,482 | 9,338.00 | 15,339.00 | 16,271.00 | 14,124.00 | 19,411.00 | 31,019.00 | 23,578.00 | 24,812.00 | 27,175.00 | 21,514.00 | 18,091.00 | 10,907.00 | 32,726 | 10,276.00 | 9,040.00 | 8,960.00 | 9,899.00 | 16,124.00 | 17,352.00 | 19,163.00 | 20,351.00 | 22,632.00 | 23,452.00 | 25,904.00 | 28,217.00 | 21,740.00 | 18,833.00 | 32,726 | 8,979.00 | 8,774.00 | 8,812.00 | 10,178.00 | 16,460.00 | 17,810.00 | 18,822.00 | 19,231.00 | 22,735.00 | 23,989.00 | 26,615.00 | 20,818.00 | 17,585.00 | 0 | 19,381.00 | 10,571.00 | 12,017.00 | 10,859.00 | 8,671.00 | 8,583.00 | 8,867.00 | 10,084.00 | 16,568.00 | 156,707 | 18,540.00 | 18,910.00 | 22,524.00 | 23,230.00 | 26,899.00 | 20,736.00 | 17,598.00 |
| freq | 1 | 17 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
Indicator 17 StockID 1 Q1_2010 17 Q1_2011 17 Q1_2012 17 Q1_2013 17 Q1_2014 17 Q1_2015 16 Q1_2016 16 Q1_2017 17 Q1_2018 16 Q1_2019 16 Q1_2020 16 Q1_2021 16 Q1_2022 16 Q1_2023 16 Q1_2024 16 Q2_2010 17 Q2_2011 17 Q2_2012 17 Q2_2013 16 Q2_2014 17 Q2_2015 16 Q2_2016 16 Q2_2017 17 Q2_2018 16 Q2_2019 16 Q2_2020 16 Q2_2021 16 Q2_2022 16 Q2_2023 16 Q2_2024 16 Q3_2009 17 Q3_2010 16 Q3_2011 17 Q3_2012 17 Q3_2013 17 Q3_2014 17 Q3_2015 16 Q3_2016 16 Q3_2017 16 Q3_2018 16 Q3_2019 16 Q3_2020 16 Q3_2021 16 Q3_2022 16 Q3_2023 16 Q3_2024 16 Q4_2010 16 Q4_2011 17 Q4_2012 17 Q4_2013 17 Q4_2014 17 Q4_2015 16 Q4_2016 16 Q4_2017 16 Q4_2018 16 Q4_2019 16 Q4_2020 16 Q4_2021 16 Q4_2022 16 Q4_2023 16 Y2006 8 Y2007 16 Y2008 17 Y2009 17 Y2010 17 Y2011 17 Y2012 17 Y2013 17 Y2014 17 Y2015 16 Y2016 15 Y2017 16 Y2018 16 Y2019 16 Y2020 16 Y2021 16 Y2022 16 Y2023 16 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Indicator: ['BVPS cơ bản', 'Doanh thu thuần', 'EPS 4 quý', 'LN thuần từ HĐKD', 'LNST của CĐ cty mẹ', 'LNST thu nhập DN', 'Lợi nhuận gộp', 'Lợi ích của CĐ thiểu số', 'Nợ ngắn hạn', 'Nợ phải trả', 'P/E cơ bản', 'ROAA', 'ROEA', 'ROS', 'Tài sản ngắn hạn', 'Tổng tài sản', 'Vốn chủ sở hữu']..., số giá trị độc nhất: 17 StockID: ['CMG']..., số giá trị độc nhất: 1 Q1_2010: ['10,836.00', '1,610,336', '286.00', '41,056', '28,845', '28,625', '192,552', '6,135', '1,561,876', '1,793,820', '76.91', '1.24', '3.98', '1.72', '1,933,183', '2,486,648', '686,693']..., số giá trị độc nhất: 17 Q1_2011: ['10,943.00', '821,419', '1,239.00', '10,988', '6,438', '5,869', '94,312', '4,036', '892,978', '1,034,036', '12.27', '0.35', '0.93', '0.71', '1,287,452', '1,733,319', '695,247']..., số giá trị độc nhất: 17 Q1_2012: ['8,620.00', '530,816', '-919.00', '-989', '-3,670', '-3,397', '56,144', '6,395', '812,685', '928,674', '-7.07', '-0.24', '-0.63', '-0.64', '1,019,304', '1,515,531', '580,462']..., số giá trị độc nhất: 17 Q1_2013: ['8,425.00', '559,843', '288.00', '-7,265', '-6,373', '-6,714', '78,604', '43,464', '876,021', '1,063,367', '19.76', '-0.38', '-1.11', '-1.20', '975,849', '1,674,172', '567,341']..., số giá trị độc nhất: 17 Q1_2014: ['8,880.00', '635,239', '607.00', '9,325', '11,796', '12,224', '93,940', '50,334', '773,199', '1,026,562', '12.84', '0.70', '1.99', '1.92', '900,326', '1,674,876', '597,980']..., số giá trị độc nhất: 17 Q1_2015: ['14,863.00', '756,779', '1,641.00', '18,194', '15,524', '19,414', '94,942', nan, '791,907', '1,023,908', '6.89', '0.82', '1.80', '2.57', '1,200,034', '2,024,813', '1,000,905']..., số giá trị độc nhất: 17 Q1_2016: ['16,649.00', '987,307', '1,741.00', '32,775', '20,619', '28,244', '127,978', nan, '1,073,959', '1,254,158', '8.96', '0.90', '1.86', '2.86', '1,483,497', '2,375,324', '1,121,166']..., số giá trị độc nhất: 17 Q1_2017: ['14,079.00', '1,040,356', '1,938.00', '36,027', '26,514', '34,546', '140,149', '270,943', '1,294,824', '1,408,665', '7.38', '1.05', '2.52', '3.32', '1,542,768', '2,612,221', '932,613']..., số giá trị độc nhất: 17 Q1_2018: ['19,264.00', '1,202,209', '2,651.00', '51,118', '38,204', '48,578', '192,730', nan, '1,635,004', '1,995,146', '11.92', '1.21', '3.00', '4.04', '1,967,147', '3,292,410', '1,297,264']..., số giá trị độc nhất: 17 Q1_2019: ['19,183.00', '1,106,869', '1,865.00', '27,324', '8,591', '21,538', '190,273', nan, '1,920,682', '2,653,437', '16.09', '0.22', '0.63', '1.95', '2,439,354', '4,035,649', '1,382,212']..., số giá trị độc nhất: 17 Q1_2020: ['22,936.00', '1,058,028', '1,938.00', '48,267', '28,354', '42,759', '193,761', nan, '1,884,668', '2,664,478', '11.61', '0.59', '1.25', '4.04', '3,153,232', '4,958,111', '2,293,633']..., số giá trị độc nhất: 17 Q1_2021: ['23,863.00', '1,300,869', '2,000.00', '72,017', '44,089', '62,437', '234,891', nan, '2,153,015', '2,867,035', '18.00', '0.86', '1.87', '4.80', '3,126,655', '5,253,316', '2,386,282']..., số giá trị độc nhất: 17 Q1_2022: ['25,832.00', '1,709,273', '2,938.00', '105,898', '79,902', '91,942', '321,997', nan, '2,810,814', '3,628,964', '21.44', '1.26', '2.90', '5.38', '3,497,029', '6,444,621', '2,815,657']..., số giá trị độc nhất: 17 Q1_2023: ['21,056.00', '1,771,468', '2,608.00', '108,649', '83,918', '96,717', '304,651', nan, '2,994,574', '3,802,847', '15.30', '1.24', '2.67', '5.46', '3,234,755', '6,973,847', '3,171,000']..., số giá trị độc nhất: 17 Q1_2024: ['18,106.00', '1,793,444', '2,016.00', '114,375', '83,226', '97,266', '339,483', nan, '2,926,816', '3,862,932', '19.81', '1.18', '2.45', '5.42', '3,587,665', '7,303,536', '3,440,604']..., số giá trị độc nhất: 17 Q2_2010: ['10,765.00', '922,414', '392.00', '20,174', '6,705', '6,186', '117,559', '5,636', '1,387,654', '1,619,225', '63.80', '0.28', '0.98', '0.67', '1,718,506', '2,308,843', '683,982']..., số giá trị độc nhất: 17 Q2_2011: ['10,974.00', '718,998', '1,175.00', '-192', '2,632', '2,208', '87,106', '3,577', '713,539', '859,733', '7.58', '0.16', '0.38', '0.31', '1,102,042', '1,560,581', '697,271']..., số giá trị độc nhất: 17 Q2_2012: ['8,910.00', '751,085', '-642.00', '11,400', '20,031', '16,064', '104,960', '-2,146', '915,518', '1,118,506', '-8.10', '1.24', '3.39', '2.14', '1,079,265', '1,716,360', '599,999']..., số giá trị độc nhất: 17 Q2_2013: ['8,527.00', '687,825', '87.00', '8,636', '6,482', '97,774', '42,993', '747,485', '950,919', '51.63', '0.40', '1.14', '0.94', '853,412', '1,568,126', '574,214']..., số giá trị độc nhất: 16 Q2_2014: ['9,338.00', '803,020', '1,000.00', '31,302', '32,436', '33,848', '112,917', '51,210', '600,723', '883,823', '6.30', '2.00', '5.29', '4.22', '783,035', '1,563,872', '628,838']..., số giá trị độc nhất: 17 Q2_2015: ['15,339.00', '885,136', '1,661.00', '42,355', '33,792', '41,491', '131,471', nan, '825,834', '972,546', '9.39', '1.68', '3.32', '4.69', '1,156,274', '2,005,533', '1,032,987']..., số giá trị độc nhất: 17 Q2_2016: ['16,271.00', '1,168,215', '1,768.00', '47,591', '35,587', '41,697', '146,309', nan, '1,155,455', '1,329,196', '8.20', '1.48', '3.21', '3.57', '1,479,070', '2,424,911', '1,095,715']..., số giá trị độc nhất: 17 Q2_2017: ['14,124.00', '1,354,581', '2,447.00', '93,073', '69,334', '84,479', '222,639', '270,611', '1,300,424', '1,509,960', '6.74', '2.60', '7.42', '6.24', '1,623,697', '2,716,193', '935,623']..., số giá trị độc nhất: 17 Q2_2018: ['19,411.00', '1,256,553', '2,315.00', '69,802', '47,599', '60,181', '196,743', nan, '1,726,815', '2,064,251', '9.20', '1.43', '3.66', '4.79', '2,021,912', '3,371,430', '1,307,179']..., số giá trị độc nhất: 17 Q2_2019: ['31,019.00', '1,193,295', '1,854.00', '77,793', '48,975', '67,856', '250,038', nan, '1,709,516', '2,439,995', '20.34', '1.12', '2.71', '5.69', '3,065,533', '4,675,083', '2,235,046']..., số giá trị độc nhất: 17 Q2_2020: ['23,578.00', '1,245,704', '1,776.00', '83,728', '46,744', '65,485', '225,568', nan, '1,888,453', '2,691,872', '17.48', '0.93', '2.01', '5.26', '3,069,638', '5,049,690', '2,357,818']..., số giá trị độc nhất: 17 Q2_2021: ['24,812.00', '1,373,350', '2,284.00', '114,370', '75,138', '96,232', '271,879', nan, '2,218,167', '2,965,026', '16.33', '1.40', '3.09', '7.01', '3,215,365', '5,446,220', '2,481,194']..., số giá trị độc nhất: 17 Q2_2022: ['27,175.00', '1,835,257', '3,025.00', '116,603', '90,658', '103,624', '361,523', nan, '2,867,980', '3,715,804', '19.34', '1.38', '3.14', '5.65', '3,541,812', '6,677,892', '2,962,088']..., số giá trị độc nhất: 17 Q2_2023: ['21,514.00', '1,789,573', '2,246.00', '89,263', '67,951', '80,935', '308,421', nan, '2,836,005', '3,707,986', '20.57', '0.98', '2.12', '4.52', '3,366,116', '6,947,863', '3,239,877']..., số giá trị độc nhất: 17 Q2_2024: ['18,091.00', '2,184,512', '1,861.00', '88,704', '61,051', '77,741', '327,944', nan, '3,222,336', '4,251,333', '32.78', '0.81', '1.77', '3.56', '3,962,958', '7,696,552', '3,445,220']..., số giá trị độc nhất: 17 Q3_2009: ['10,907.00', '867,182', '114.00', '16,260', '7,274', '6,129', '86,826', '6,205', '849,768', '1,064,055', '0', '0.83', '2.10', '0.71', '1,316,482', '1,763,272', '693,012']..., số giá trị độc nhất: 17 Q3_2010: ['11,353.00', '977,300', '793.00', '44,248', '32,726', '125,005', '5,112', '1,179,421', '1,432,047', '25.47', '1.47', '4.66', '3.35', '1,583,209', '2,158,498', '721,339']..., số giá trị độc nhất: 16 Q3_2011: ['10,276.00', '685,556', '723.00', '6,949', '4,046', '3,335', '74,498', '6,520', '861,687', '1,013,214', '11.76', '0.25', '0.58', '0.49', '1,247,906', '1,711,745', '692,011']..., số giá trị độc nhất: 17 Q3_2012: ['9,040.00', '806,244', '-615.00', '5,174', '5,186', '5,723', '94,610', '29,000', '970,185', '1,190,791', '-5.69', '0.29', '0.86', '0.71', '1,137,597', '1,828,572', '608,780']..., số giá trị độc nhất: 17 Q3_2013: ['8,960.00', '825,069', '412.00', '34,063', '26,879', '30,351', '116,389', '46,335', '784,263', '1,012,609', '9.94', '1.66', '4.56', '3.68', '930,625', '1,662,349', '603,405']..., số giá trị độc nhất: 17 Q3_2014: ['9,899.00', '842,396', '1,193.00', '43,877', '39,697', '42,719', '142,456', '55,900', '706,797', '1,032,541', '7.29', '2.39', '6.13', '5.07', '954,330', '1,755,044', '666,603']..., số giá trị độc nhất: 17 Q3_2015: ['16,124.00', '1,075,364', '1,713.00', '58,244', '43,142', '53,432', '158,369', nan, '881,118', '1,032,651', '8.29', '2.09', '4.07', '4.97', '1,233,825', '2,118,466', '1,085,814']..., số giá trị độc nhất: 17 Q3_2016: ['17,352.00', '1,163,880', '1,765.00', '60,425', '42,934', '53,555', '158,195', nan, '1,202,000', '1,332,763', '9.63', '1.75', '3.82', '4.60', '1,490,075', '2,482,220', '1,149,457']..., số giá trị độc nhất: 17 Q3_2017: ['19,163.00', '1,417,214', '2,567.00', '64,556', '50,864', '61,507', '217,897', nan, '1,647,550', '1,851,567', '6.51', '1.74', '4.61', '4.34', '1,905,337', '3,120,977', '1,269,410']..., số giá trị độc nhất: 17 Q3_2018: ['20,351.00', '1,452,397', '2,251.00', '68,151', '47,235', '62,272', '228,763', nan, '1,877,812', '2,223,016', '10.66', '1.36', '3.53', '4.29', '2,178,587', '3,593,510', '1,370,494']..., số giá trị độc nhất: 17 Q3_2019: ['22,632.00', '1,486,753', '2,015.00', '95,226', '67,003', '83,132', '289,428', nan, '1,686,628', '2,461,109', '18.66', '1.43', '2.98', '5.59', '3,042,821', '4,724,331', '2,263,222']..., số giá trị độc nhất: 17 Q3_2020: ['23,452.00', '1,545,943', '1,749.00', '98,987', '71,845', '88,069', '302,764', nan, '2,008,380', '2,756,197', '19.84', '1.42', '3.06', '5.70', '3,055,209', '5,101,363', '2,345,166']..., số giá trị độc nhất: 17 Q3_2021: ['25,904.00', '1,838,288', '2,549.00', '132,106', '98,336', '119,101', '342,948', nan, '2,522,802', '3,405,804', '23.07', '1.72', '3.88', '6.48', '3,739,980', '5,996,182', '2,590,378']..., số giá trị độc nhất: 17 Q3_2022: ['28,217.00', '2,302,108', '3,085.00', '132,333', '111,603', '124,762', '399,713', nan, '2,881,133', '3,847,108', '14.85', '1.64', '3.70', '5.42', '3,803,282', '6,922,756', '3,075,648']..., số giá trị độc nhất: 17 Q3_2023: ['21,740.00', '2,116,747', '2,210.00', '168,928', '130,078', '153,238', '406,663', nan, '3,095,310', '4,005,505', '21.63', '1.83', '3.99', '7.24', '3,677,883', '7,279,034', '3,273,530']..., số giá trị độc nhất: 17 Q3_2024: ['18,833.00', '2,303,163', '1,737.00', '178,469', '126,571', '151,039', '446,011', nan, '3,163,827', '4,134,018', '29.25', '1.64', '3.60', '6.56', '3,964,438', '7,719,735', '3,585,717']..., số giá trị độc nhất: 17 Q4_2010: ['11,353.00', '977,300', '1,309.00', '44,248', '32,726', '125,005', '5,112', '1,179,421', '1,432,047', '15.12', '1.52', '4.54', '3.35', '1,583,209', '2,158,498', '721,339']..., số giá trị độc nhất: 16 Q4_2011: ['8,979.00', '690,110', '-774.00', '-63,413', '-62,690', '-63,511', '28,282', '10,926', '756,825', '875,083', '-7.75', '-3.92', '-9.67', '-9.20', '1,021,931', '1,490,644', '604,635']..., số giá trị độc nhất: 17 Q4_2012: ['8,774.00', '767,773', '329.00', '7,211', '548', '4,089', '117,262', '69,167', '870,460', '1,061,301', '14.30', '0.03', '0.09', '0.53', '1,030,908', '1,721,341', '590,873']..., số giá trị độc nhất: 17 Q4_2013: ['8,812.00', '836,462', '332.00', '-7,897', '-4,893', '-1,676', '109,942', '49,698', '818,326', '1,034,064', '13.55', '-0.29', '-0.82', '-0.20', '904,047', '1,677,188', '593,426']..., số giá trị độc nhất: 17 Q4_2014: ['10,178.00', '936,024', '1,584.00', '24,131', '21,026', '23,434', '123,625', '58,939', '788,821', '1,068,430', '5.62', '1.18', '2.98', '2.50', '989,624', '1,812,792', '744,361']..., số giá trị độc nhất: 17 Q4_2015: ['16,460.00', '970,102', '1,664.00', '32,630', '17,781', '26,012', '136,197', nan, '978,444', '1,096,204', '8.95', '0.82', '1.62', '2.68', '1,317,954', '2,204,683', '1,108,479']..., số giá trị độc nhất: 17 Q4_2016: ['17,810.00', '1,070,106', '1,849.00', '36,576', '23,346', '32,214', '158,495', nan, '1,096,861', '1,181,257', '8.11', '0.96', '2.00', '3.01', '1,302,540', '2,361,050', '1,179,793']..., số giá trị độc nhất: 17 Q4_2017: ['18,822.00', '1,045,576', '2,484.00', '36,712', '18,062', '30,016', '190,302', nan, '1,428,124', '1,729,218', '11.67', '0.59', '1.42', '2.87', '1,683,622', '2,996,698', '1,267,481']..., số giá trị độc nhất: 17 Q4_2018: ['19,231.00', '1,323,755', '2,329.00', '54,103', '25,796', '42,521', '243,583', nan, '1,809,968', '2,466,374', '10.30', '0.69', '1.87', '3.21', '2,297,584', '3,852,081', '1,385,707']..., số giá trị độc nhất: 17 Q4_2019: ['22,735.00', '1,214,089', '1,851.00', '50,606', '27,912', '44,413', '243,952', nan, '1,663,712', '2,375,090', '19.39', '0.60', '1.23', '3.66', '2,931,781', '4,648,618', '2,273,528']..., số giá trị độc nhất: 17 Q4_2020: ['23,989.00', '1,369,723', '1,843.00', '66,017', '37,311', '53,623', '256,318', nan, '1,991,382', '2,629,969', '20.62', '0.74', '1.57', '3.91', '2,921,848', '5,028,879', '2,398,910']..., số giá trị độc nhất: 17 Q4_2021: ['26,615.00', '1,781,221', '2,610.00', '72,973', '43,431', '61,488', '331,594', nan, '2,593,666', '3,508,931', '22.99', '0.71', '1.65', '3.45', '3,650,198', '6,170,471', '2,661,539']..., số giá trị độc nhất: 17 Q4_2022: ['20,818.00', '1,831,021', '2,818.00', '79,110', '44,385', '52,220', '372,627', nan, '2,714,102', '3,506,610', '14.19', '0.65', '1.43', '2.85', '3,402,610', '6,641,662', '3,135,052']..., số giá trị độc nhất: 17 Q4_2023: ['17,585.00', '1,649,042', '2,145.00', '74,525', '43,479', '60,432', '332,865', nan, '2,732,743', '3,580,664', '20.28', '0.61', '1.31', '3.66', '3,247,345', '6,922,260', '3,341,595']..., số giá trị độc nhất: 17 Y2006: ['12,835.00', nan, '0', '4,738', '329,124', '330,335', '374,347', '399,383', '64,310']..., số giá trị độc nhất: 9 Y2007: ['19,381.00', '1,108,066', '2,136.00', '88,263', '72,608', '72,353', '190,090', '3,414', '306,703', '307,394', nan, '10.61', '20.08', '6.53', '935,239', '969,752', '658,945']..., số giá trị độc nhất: 17 Y2008: ['10,571.00', '2,001,186', '1,379.00', '111,408', '87,587', '86,938', '318,745', '8,653', '916,257', '988,390', '0', '6.64', '13.17', '4.34', '1,334,977', '1,668,682', '671,639']..., số giá trị độc nhất: 17 Y2009: ['12,017.00', '3,408,605', '1,941.00', '152,106', '123,307', '122,853', '419,358', '6,354', '1,166,290', '1,396,550', '0', '6.43', '17.18', '3.60', '1,680,526', '2,166,408', '763,503']..., số giá trị độc nhất: 17 Y2010: ['10,859.00', '3,670,427', '573.00', '58,232', '36,344', '34,677', '409,131', '4,711', '1,104,039', '1,241,127', '34.54', '1.77', '5.00', '0.94', '1,483,175', '1,934,682', '688,844']..., số giá trị độc nhất: 17 Y2011: ['8,671.00', '2,780,068', '-1,577.00', '-92,063', '-101,023', '-104,064', '262,402', '4,982', '824,524', '941,933', '-3.81', '-5.83', '-15.88', '-3.74', '1,062,596', '1,530,007', '583,092']..., số giá trị độc nhất: 17 Y2012: ['8,583.00', '2,531,407', '149.00', '10,864', '10,051', '9,785', '341,329', '43,428', '873,795', '1,051,742', '31.44', '0.63', '1.73', '0.39', '978,625', '1,672,329', '577,160']..., số giá trị độc nhất: 17 Y2013: ['8,867.00', '2,858,615', '254.00', '31,995', '16,894', '23,374', '430,280', '49,907', '835,483', '1,051,543', '17.72', '1.01', '2.90', '0.82', '913,826', '1,688,807', '587,357']..., số giá trị độc nhất: 17 Y2014: ['10,084.00', '3,264,707', '1,646.00', '121,508', '109,036', '117,826', '555,550', '59,068', '786,155', '1,035,282', '5.41', '6.32', '16.59', '3.61', '934,212', '1,762,358', '727,076']..., số giá trị độc nhất: 17 Y2015: ['16,568.00', '3,693,813', '1,623.00', '150,334', '107,516', '136,727', '527,307', nan, '938,147', '1,098,170', '9.18', '5.43', '11.79', '3.70', '1,303,119', '2,195,669', '1,097,499']..., số giá trị độc nhất: 17 Y2016: ['17,649.00', '4,384,363', '2,366.00', '176,071', '156,707', '591,682', nan, '1,161,233', '1,249,698', '6.34', '6.79', '13.83', '3.57', '1,369,835', '2,418,839', '1,169,142']..., số giá trị độc nhất: 16 Y2017: ['18,540.00', '4,869,842', '2,018.00', '203,133', '133,844', '179,987', '753,419', nan, '1,416,022', '1,749,085', '14.37', '4.94', '11.07', '3.70', '1,663,914', '2,997,628', '1,248,543']..., số giá trị độc nhất: 17 Y2018: ['18,910.00', '5,185,715', '2,339.00', '247,195', '159,483', '214,252', '841,111', nan, '1,709,061', '2,346,364', '10.26', '4.76', '12.22', '4.13', '2,198,562', '3,708,919', '1,362,556']..., số giá trị độc nhất: 17 Y2019: ['22,524.00', '4,855,806', '1,749.00', '247,075', '144,047', '208,570', '899,438', nan, '1,663,814', '2,396,983', '20.53', '3.45', '7.97', '4.30', '2,925,508', '4,649,385', '2,252,403']..., số giá trị độc nhất: 17 Y2020: ['23,230.00', '5,181,109', '657.00', '285,996', '65,722', '241,145', '905,904', nan, '1,968,472', '2,660,453', '57.82', '1.36', '2.87', '4.65', '2,861,063', '4,983,477', '2,323,023']..., số giá trị độc nhất: 17 Y2021: ['26,899.00', '6,290,385', '2,415.00', '397,489', '241,532', '317,712', '1,183,740', nan, '2,595,641', '3,566,051', '24.84', '4.30', '9.64', '5.05', '3,513,116', '6,255,925', '2,689,874']..., số giá trị độc nhất: 17 Y2022: ['20,736.00', '7,663,640', '2,680.00', '401,311', '310,517', '355,089', '1,440,837', nan, '2,931,044', '3,439,129', '14.93', '4.85', '10.68', '4.63', '3,535,833', '6,561,871', '3,122,743']..., số giá trị độc nhất: 17 Y2023: ['17,598.00', '7,341,773', '2,218.00', '455,908', '336,519', '401,878', '1,374,599', nan, '2,774,431', '3,509,625', '19.61', '5.02', '10.41', '5.47', '3,172,994', '6,853,773', '3,344,148']..., số giá trị độc nhất: 17 Các bản ghi bị trùng:
| Indicator | StockID | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 |
|---|
Accessing file: CMG_foreign_detail_transactions_processed.csv CMG_foreign_detail_transactions_processed.csv
| StockID | Date | Foreign Investor Room | Remaining Room Shares | Remaining Room % | Matched Buy Volume | Matched Buy Value | Matched Sell Volume | Matched Sell Value | Negotiated Buy Volume | Negotiated Buy Value | Negotiated Sell Volume | Negotiated Sell Value | Total Buy Volume | Total Buy Value | Total Sell Volume | Total Sell Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CMG | 12/03/2025 | 95,198,748 | 26,838,264 | 12.70 | 108,000 | 4,611 | 108,000 | 4,534 | 0 | 0 | 0 | 0 | 108,000 | 4,611 | 108,000 | 4,534 |
| 1 | CMG | 11/03/2025 | 95,198,748 | 26,941,402 | 12.75 | 105,800 | 4,561 | 48,976 | 2,098 | 0 | 0 | 0 | 0 | 105,800 | 4,561 | 48,976 | 2,098 |
| 2 | CMG | 10/03/2025 | 95,198,748 | 26,900,801 | 12.73 | 12,200 | 539 | 145,498 | 6,412 | 0 | 0 | 0 | 0 | 12,200 | 539 | 145,498 | 6,412 |
| 3 | CMG | 07/03/2025 | 95,198,748 | 26,907,081 | 12.73 | 9,200 | 409 | 4,862 | 215 | 0 | 0 | 0 | 0 | 9,200 | 409 | 4,862 | 215 |
| 4 | CMG | 06/03/2025 | 95,198,748 | 26,868,386 | 12.71 | 42,500 | 1,889 | 146,401 | 6,463 | 0 | 0 | 0 | 0 | 42,500 | 1,889 | 146,401 | 6,463 |
| StockID | Date | Foreign Investor Room | Remaining Room Shares | Remaining Room % | Matched Buy Volume | Matched Buy Value | Matched Sell Volume | Matched Sell Value | Negotiated Buy Volume | Negotiated Buy Value | Negotiated Sell Volume | Negotiated Sell Value | Total Buy Volume | Total Buy Value | Total Sell Volume | Total Sell Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 245 | CMG | 18/03/2024 | 95,013,498 | 8,053,737 | 4.24 | 32,400 | 1,309 | 52,829 | 2,111 | 0 | 0 | 0 | 0 | 32,400 | 1,309 | 52,829 | 2,111 |
| 246 | CMG | 15/03/2024 | 95,013,498 | 8,081,037 | 4.25 | 10,600 | 432 | 48,900 | 1,985 | 0 | 0 | 0 | 0 | 10,600 | 432 | 48,900 | 1,985 |
| 247 | CMG | 14/03/2024 | 95,013,498 | 8,079,259 | 4.25 | 20,900 | 864 | 25,812 | 1,063 | 0 | 0 | 0 | 0 | 20,900 | 864 | 25,812 | 1,063 |
| 248 | CMG | 13/03/2024 | 95,013,498 | 8,085,921 | 4.26 | 103,900 | 4,346 | 5,100 | 213 | 0 | 0 | 0 | 0 | 103,900 | 4,346 | 5,100 | 213 |
| 249 | CMG | 12/03/2024 | 95,013,498 | 8,325,124 | 4.38 | 151,200 | 6,051 | 12,200 | 491 | 0 | 0 | 0 | 0 | 151,200 | 6,051 | 12,200 | 491 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 250 entries, 0 to 249 Data columns (total 17 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 StockID 250 non-null object 1 Date 250 non-null object 2 Foreign Investor Room 250 non-null object 3 Remaining Room Shares 250 non-null object 4 Remaining Room % 250 non-null float64 5 Matched Buy Volume 250 non-null object 6 Matched Buy Value 250 non-null object 7 Matched Sell Volume 250 non-null object 8 Matched Sell Value 250 non-null object 9 Negotiated Buy Volume 250 non-null object 10 Negotiated Buy Value 250 non-null object 11 Negotiated Sell Volume 250 non-null object 12 Negotiated Sell Value 250 non-null object 13 Total Buy Volume 250 non-null object 14 Total Buy Value 250 non-null object 15 Total Sell Volume 250 non-null object 16 Total Sell Value 250 non-null object dtypes: float64(1), object(16) memory usage: 33.3+ KB None Số giá trị bị rỗng: StockID 0 Date 0 Foreign Investor Room 0 Remaining Room Shares 0 Remaining Room % 0 Matched Buy Volume 0 Matched Buy Value 0 Matched Sell Volume 0 Matched Sell Value 0 Negotiated Buy Volume 0 Negotiated Buy Value 0 Negotiated Sell Volume 0 Negotiated Sell Value 0 Total Buy Volume 0 Total Buy Value 0 Total Sell Volume 0 Total Sell Value 0 dtype: int64 Thống kê các giá trị:
| Remaining Room % | |
|---|---|
| count | 250.00 |
| mean | 8.05 |
| std | 3.70 |
| min | 2.78 |
| 25% | 5.74 |
| 50% | 6.84 |
| 75% | 12.60 |
| max | 14.69 |
StockID 1 Date 250 Foreign Investor Room 3 Remaining Room Shares 250 Remaining Room % 175 Matched Buy Volume 237 Matched Buy Value 243 Matched Sell Volume 244 Matched Sell Value 246 Negotiated Buy Volume 12 Negotiated Buy Value 14 Negotiated Sell Volume 15 Negotiated Sell Value 17 Total Buy Volume 239 Total Buy Value 244 Total Sell Volume 243 Total Sell Value 246 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: StockID: ['CMG']..., số giá trị độc nhất: 1 Date: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 250 Foreign Investor Room: ['95,198,748', '95,219,648', '95,013,498']..., số giá trị độc nhất: 3 Remaining Room Shares: ['26,838,264', '26,941,402', '26,900,801', '26,907,081', '26,868,386', '26,885,686', '26,989,563', '27,083,863', '27,022,100', '27,115,400', '26,979,300', '27,006,900', '26,984,300', '26,932,195', '26,982,232', '26,998,182', '27,273,382', '27,278,382', '27,299,882', '27,302,012']..., số giá trị độc nhất: 250 Remaining Room %: [12.7, 12.75, 12.73, 12.71, 12.72, 12.77, 12.82, 12.79, 12.83, 12.78, 12.74, 12.91, 12.92, 12.95, 13.02, 13.04, 13.08, 13.18, 13.21, 13.2]..., số giá trị độc nhất: 175 Matched Buy Volume: ['108,000', '105,800', '12,200', '9,200', '42,500', '120,500', '94,800', '19,630', '107,800', '2,400', '45,700', '100', '7,300', '53,900', '39,400', '287,600', '5,000', '68,500', '41,230', '105,301']..., số giá trị độc nhất: 237 Matched Buy Value: ['4,611', '4,561', '539', '409', '1,889', '5,320', '4,173', '874', '4,787', '108', '2,042', '4', '324', '2,412', '1,781', '12,922', '223', '3,066', '1,862', '4,772']..., số giá trị độc nhất: 243 Matched Sell Volume: ['108,000', '48,976', '145,498', '4,862', '146,401', '5,920', '47,895', '25,200', '16,623', '500', '81,393', '14,500', '138,500', '18,100', '22,700', '59,405', '3,863', '23,450', '14,400', '0']..., số giá trị độc nhất: 244 Matched Sell Value: ['4,534', '2,098', '6,412', '215', '6,463', '260', '2,107', '1,122', '737', '22', '3,641', '644', '6,145', '810', '1,028', '2,648', '165', '1,049', '655', '0']..., số giá trị độc nhất: 246 Negotiated Buy Volume: ['0', '20,000', '150,000', '1,181,458', '1,101,500', '703,300', '976,600', '940,800', '604,600', '192,900', '25,000', '175,000']..., số giá trị độc nhất: 12 Negotiated Buy Value: ['0', '970', '7,935', '63,208', '60,252', '34,251', '50,002', '50,239', '34,583', '12,307', '1,500', '1,850', '1,605', '7,030']..., số giá trị độc nhất: 14 Negotiated Sell Volume: ['0', '39,000', '150,000', '37,800', '40,000', '20,000', '32,000', '1,181,458', '1,101,500', '60,000', '703,300', '976,600', '940,800', '604,600', '192,900']..., số giá trị độc nhất: 15 Negotiated Sell Value: ['0', '2,082', '7,935', '2,060', '2,278', '1,136', '8,100', '1,555', '63,208', '60,252', '3,056', '34,251', '50,002', '50,239', '34,583', '12,307', '2,420']..., số giá trị độc nhất: 17 Total Buy Volume: ['108,000', '105,800', '12,200', '9,200', '42,500', '120,500', '94,800', '19,630', '107,800', '2,400', '45,700', '100', '7,300', '53,900', '39,400', '287,600', '5,000', '68,500', '41,230', '105,301']..., số giá trị độc nhất: 239 Total Buy Value: ['4,611', '4,561', '539', '409', '1,889', '5,320', '4,173', '874', '4,787', '108', '2,042', '4', '324', '2,412', '1,781', '12,922', '223', '3,066', '1,862', '4,772']..., số giá trị độc nhất: 244 Total Sell Volume: ['108,000', '48,976', '145,498', '4,862', '146,401', '5,920', '47,895', '25,200', '16,623', '500', '81,393', '14,500', '138,500', '18,100', '22,700', '59,405', '3,863', '23,450', '14,400', '0']..., số giá trị độc nhất: 243 Total Sell Value: ['4,534', '2,098', '6,412', '215', '6,463', '260', '2,107', '1,122', '737', '22', '3,641', '644', '6,145', '810', '1,028', '2,648', '165', '1,049', '655', '0']..., số giá trị độc nhất: 246 Các bản ghi bị trùng:
| StockID | Date | Foreign Investor Room | Remaining Room Shares | Remaining Room % | Matched Buy Volume | Matched Buy Value | Matched Sell Volume | Matched Sell Value | Negotiated Buy Volume | Negotiated Buy Value | Negotiated Sell Volume | Negotiated Sell Value | Total Buy Volume | Total Buy Value | Total Sell Volume | Total Sell Value |
|---|
Accessing file: CMG_full_period_trans_statistics_processed.csv CMG_full_period_trans_statistics_processed.csv
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Tổng GT khớp | CMG | 1,207,592 | 986,365 | 16,938,199 | 2,110,272 | 92,929 | 763,605 | 135,339 | 3,037,050 | 189,744 | 2,909,998 | 152,213 | 888,563 | 90,039 | 856,580 | 31,715 | 281,090 | 365,129 | 34,904 | 760,356 | 33,888 | 2,540,542 | 46,655 | 3,102,379 | 87,668 | 1,782,234 | 146,572 | 1,021,462 | 115,904 | 497,231 | 102,762 | 523,342 | 2,110,272 | 115,447 | 6,403,277 | 350,144 | 3,300,927 | 418,012 | 6,710,653 |
| 1 | Tổng KL khớp | CMG | 22,370,700 | 22,005,100 | 299,137,000 | 46,346,400 | 1,991,000 | 14,626,100 | 2,859,000 | 55,128,000 | 4,713,400 | 51,873,900 | 3,784,100 | 18,863,100 | 2,243,400 | 19,127,900 | 788,000 | 7,046,700 | 8,355,400 | 847,600 | 16,985,900 | 833,200 | 43,094,700 | 1,051,800 | 45,579,400 | 1,850,600 | 29,425,800 | 2,981,900 | 19,708,300 | 2,361,600 | 9,640,700 | 2,515,000 | 13,074,200 | 46,346,400 | 2,732,600 | 105,660,000 | 7,194,100 | 58,774,800 | 9,563,400 | 121,628,000 |
| 2 | Tổng KL đặt bán | CMG | 41,931,100 | 47,230,800 | 530,922,500 | 90,323,800 | 4,497,400 | 33,170,400 | 5,660,000 | 100,333,300 | 7,895,000 | 102,566,800 | 7,843,400 | 32,796,000 | 4,564,700 | 39,612,600 | 2,619,300 | 15,639,600 | 17,915,200 | 2,782,400 | 28,837,000 | 2,049,800 | 70,046,500 | 2,447,300 | 72,896,200 | 3,739,900 | 40,864,700 | 5,007,800 | 32,084,700 | 4,658,800 | 22,075,200 | 8,492,400 | 28,047,700 | 90,323,800 | 7,279,500 | 171,779,700 | 13,406,500 | 95,024,600 | 18,052,400 | 236,070,500 |
| 3 | Tổng KL đặt mua | CMG | 45,041,700 | 56,990,800 | 582,580,000 | 77,468,100 | 5,640,500 | 29,998,500 | 6,598,700 | 103,717,300 | 11,686,700 | 89,324,900 | 19,588,900 | 28,753,600 | 10,632,500 | 34,481,600 | 1,831,800 | 32,110,300 | 14,232,900 | 1,656,600 | 50,936,600 | 1,721,000 | 89,347,800 | 2,733,600 | 69,276,000 | 4,013,900 | 38,556,900 | 8,037,400 | 29,844,100 | 9,222,100 | 19,246,200 | 5,680,300 | 62,331,700 | 77,468,100 | 6,111,200 | 209,560,400 | 21,273,400 | 87,647,200 | 23,925,900 | 223,040,700 |
| 4 | Tổng số phiên | CMG | 249 | 249 | 250 | 45 | 22 | 23 | 22 | 21 | 21 | 22 | 22 | 17 | 16 | 20 | 23 | 21 | 8 | 20 | 19 | 20 | 22 | 22 | 20 | 21 | 23 | 23 | 22 | 19 | 19 | 59 | 59 | 45 | 62 | 61 | 63 | 64 | 65 | 66 |
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Tổng GT khớp | CMG | 1,207,592 | 986,365 | 16,938,199 | 2,110,272 | 92,929 | 763,605 | 135,339 | 3,037,050 | 189,744 | 2,909,998 | 152,213 | 888,563 | 90,039 | 856,580 | 31,715 | 281,090 | 365,129 | 34,904 | 760,356 | 33,888 | 2,540,542 | 46,655 | 3,102,379 | 87,668 | 1,782,234 | 146,572 | 1,021,462 | 115,904 | 497,231 | 102,762 | 523,342 | 2,110,272 | 115,447 | 6,403,277 | 350,144 | 3,300,927 | 418,012 | 6,710,653 |
| 1 | Tổng KL khớp | CMG | 22,370,700 | 22,005,100 | 299,137,000 | 46,346,400 | 1,991,000 | 14,626,100 | 2,859,000 | 55,128,000 | 4,713,400 | 51,873,900 | 3,784,100 | 18,863,100 | 2,243,400 | 19,127,900 | 788,000 | 7,046,700 | 8,355,400 | 847,600 | 16,985,900 | 833,200 | 43,094,700 | 1,051,800 | 45,579,400 | 1,850,600 | 29,425,800 | 2,981,900 | 19,708,300 | 2,361,600 | 9,640,700 | 2,515,000 | 13,074,200 | 46,346,400 | 2,732,600 | 105,660,000 | 7,194,100 | 58,774,800 | 9,563,400 | 121,628,000 |
| 2 | Tổng KL đặt bán | CMG | 41,931,100 | 47,230,800 | 530,922,500 | 90,323,800 | 4,497,400 | 33,170,400 | 5,660,000 | 100,333,300 | 7,895,000 | 102,566,800 | 7,843,400 | 32,796,000 | 4,564,700 | 39,612,600 | 2,619,300 | 15,639,600 | 17,915,200 | 2,782,400 | 28,837,000 | 2,049,800 | 70,046,500 | 2,447,300 | 72,896,200 | 3,739,900 | 40,864,700 | 5,007,800 | 32,084,700 | 4,658,800 | 22,075,200 | 8,492,400 | 28,047,700 | 90,323,800 | 7,279,500 | 171,779,700 | 13,406,500 | 95,024,600 | 18,052,400 | 236,070,500 |
| 3 | Tổng KL đặt mua | CMG | 45,041,700 | 56,990,800 | 582,580,000 | 77,468,100 | 5,640,500 | 29,998,500 | 6,598,700 | 103,717,300 | 11,686,700 | 89,324,900 | 19,588,900 | 28,753,600 | 10,632,500 | 34,481,600 | 1,831,800 | 32,110,300 | 14,232,900 | 1,656,600 | 50,936,600 | 1,721,000 | 89,347,800 | 2,733,600 | 69,276,000 | 4,013,900 | 38,556,900 | 8,037,400 | 29,844,100 | 9,222,100 | 19,246,200 | 5,680,300 | 62,331,700 | 77,468,100 | 6,111,200 | 209,560,400 | 21,273,400 | 87,647,200 | 23,925,900 | 223,040,700 |
| 4 | Tổng số phiên | CMG | 249 | 249 | 250 | 45 | 22 | 23 | 22 | 21 | 21 | 22 | 22 | 17 | 16 | 20 | 23 | 21 | 8 | 20 | 19 | 20 | 22 | 22 | 20 | 21 | 23 | 23 | 22 | 19 | 19 | 59 | 59 | 45 | 62 | 61 | 63 | 64 | 65 | 66 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 5 entries, 0 to 4 Data columns (total 40 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Metric 5 non-null object 1 StockID 5 non-null object 2 2022 5 non-null object 3 2023 5 non-null object 4 2024 5 non-null object 5 2025 5 non-null object 6 M10_2023 5 non-null object 7 M10_2024 5 non-null object 8 M11_2023 5 non-null object 9 M11_2024 5 non-null object 10 M12_2023 5 non-null object 11 M12_2024 5 non-null object 12 M1_2024 5 non-null object 13 M1_2025 5 non-null object 14 M2_2024 5 non-null object 15 M2_2025 5 non-null object 16 M3_2023 5 non-null object 17 M3_2024 5 non-null object 18 M3_2025 5 non-null object 19 M4_2023 5 non-null object 20 M4_2024 5 non-null object 21 M5_2023 5 non-null object 22 M5_2024 5 non-null object 23 M6_2023 5 non-null object 24 M6_2024 5 non-null object 25 M7_2023 5 non-null object 26 M7_2024 5 non-null object 27 M8_2023 5 non-null object 28 M8_2024 5 non-null object 29 M9_2023 5 non-null object 30 M9_2024 5 non-null object 31 Q1_2023 5 non-null object 32 Q1_2024 5 non-null object 33 Q1_2025 5 non-null object 34 Q2_2023 5 non-null object 35 Q2_2024 5 non-null object 36 Q3_2023 5 non-null object 37 Q3_2024 5 non-null object 38 Q4_2023 5 non-null object 39 Q4_2024 5 non-null object dtypes: object(40) memory usage: 1.7+ KB None Số giá trị bị rỗng: Metric 0 StockID 0 2022 0 2023 0 2024 0 2025 0 M10_2023 0 M10_2024 0 M11_2023 0 M11_2024 0 M12_2023 0 M12_2024 0 M1_2024 0 M1_2025 0 M2_2024 0 M2_2025 0 M3_2023 0 M3_2024 0 M3_2025 0 M4_2023 0 M4_2024 0 M5_2023 0 M5_2024 0 M6_2023 0 M6_2024 0 M7_2023 0 M7_2024 0 M8_2023 0 M8_2024 0 M9_2023 0 M9_2024 0 Q1_2023 0 Q1_2024 0 Q1_2025 0 Q2_2023 0 Q2_2024 0 Q3_2023 0 Q3_2024 0 Q4_2023 0 Q4_2024 0 dtype: int64 Thống kê các giá trị:
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
| unique | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
| top | Tổng GT khớp | CMG | 1,207,592 | 986,365 | 16,938,199 | 2,110,272 | 92,929 | 763,605 | 135,339 | 3,037,050 | 189,744 | 2,909,998 | 152,213 | 888,563 | 90,039 | 856,580 | 31,715 | 281,090 | 365,129 | 34,904 | 760,356 | 33,888 | 2,540,542 | 46,655 | 3,102,379 | 87,668 | 1,782,234 | 146,572 | 1,021,462 | 115,904 | 497,231 | 102,762 | 523,342 | 2,110,272 | 115,447 | 6,403,277 | 350,144 | 3,300,927 | 418,012 | 6,710,653 |
| freq | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
Metric 5 StockID 1 2022 5 2023 5 2024 5 2025 5 M10_2023 5 M10_2024 5 M11_2023 5 M11_2024 5 M12_2023 5 M12_2024 5 M1_2024 5 M1_2025 5 M2_2024 5 M2_2025 5 M3_2023 5 M3_2024 5 M3_2025 5 M4_2023 5 M4_2024 5 M5_2023 5 M5_2024 5 M6_2023 5 M6_2024 5 M7_2023 5 M7_2024 5 M8_2023 5 M8_2024 5 M9_2023 5 M9_2024 5 Q1_2023 5 Q1_2024 5 Q1_2025 5 Q2_2023 5 Q2_2024 5 Q3_2023 5 Q3_2024 5 Q4_2023 5 Q4_2024 5 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Metric: ['Tổng GT khớp', 'Tổng KL khớp', 'Tổng KL đặt bán', 'Tổng KL đặt mua', 'Tổng số phiên']..., số giá trị độc nhất: 5 StockID: ['CMG']..., số giá trị độc nhất: 1 2022: ['1,207,592', '22,370,700', '41,931,100', '45,041,700', '249']..., số giá trị độc nhất: 5 2023: ['986,365', '22,005,100', '47,230,800', '56,990,800', '249']..., số giá trị độc nhất: 5 2024: ['16,938,199', '299,137,000', '530,922,500', '582,580,000', '250']..., số giá trị độc nhất: 5 2025: ['2,110,272', '46,346,400', '90,323,800', '77,468,100', '45']..., số giá trị độc nhất: 5 M10_2023: ['92,929', '1,991,000', '4,497,400', '5,640,500', '22']..., số giá trị độc nhất: 5 M10_2024: ['763,605', '14,626,100', '33,170,400', '29,998,500', '23']..., số giá trị độc nhất: 5 M11_2023: ['135,339', '2,859,000', '5,660,000', '6,598,700', '22']..., số giá trị độc nhất: 5 M11_2024: ['3,037,050', '55,128,000', '100,333,300', '103,717,300', '21']..., số giá trị độc nhất: 5 M12_2023: ['189,744', '4,713,400', '7,895,000', '11,686,700', '21']..., số giá trị độc nhất: 5 M12_2024: ['2,909,998', '51,873,900', '102,566,800', '89,324,900', '22']..., số giá trị độc nhất: 5 M1_2024: ['152,213', '3,784,100', '7,843,400', '19,588,900', '22']..., số giá trị độc nhất: 5 M1_2025: ['888,563', '18,863,100', '32,796,000', '28,753,600', '17']..., số giá trị độc nhất: 5 M2_2024: ['90,039', '2,243,400', '4,564,700', '10,632,500', '16']..., số giá trị độc nhất: 5 M2_2025: ['856,580', '19,127,900', '39,612,600', '34,481,600', '20']..., số giá trị độc nhất: 5 M3_2023: ['31,715', '788,000', '2,619,300', '1,831,800', '23']..., số giá trị độc nhất: 5 M3_2024: ['281,090', '7,046,700', '15,639,600', '32,110,300', '21']..., số giá trị độc nhất: 5 M3_2025: ['365,129', '8,355,400', '17,915,200', '14,232,900', '8']..., số giá trị độc nhất: 5 M4_2023: ['34,904', '847,600', '2,782,400', '1,656,600', '20']..., số giá trị độc nhất: 5 M4_2024: ['760,356', '16,985,900', '28,837,000', '50,936,600', '19']..., số giá trị độc nhất: 5 M5_2023: ['33,888', '833,200', '2,049,800', '1,721,000', '20']..., số giá trị độc nhất: 5 M5_2024: ['2,540,542', '43,094,700', '70,046,500', '89,347,800', '22']..., số giá trị độc nhất: 5 M6_2023: ['46,655', '1,051,800', '2,447,300', '2,733,600', '22']..., số giá trị độc nhất: 5 M6_2024: ['3,102,379', '45,579,400', '72,896,200', '69,276,000', '20']..., số giá trị độc nhất: 5 M7_2023: ['87,668', '1,850,600', '3,739,900', '4,013,900', '21']..., số giá trị độc nhất: 5 M7_2024: ['1,782,234', '29,425,800', '40,864,700', '38,556,900', '23']..., số giá trị độc nhất: 5 M8_2023: ['146,572', '2,981,900', '5,007,800', '8,037,400', '23']..., số giá trị độc nhất: 5 M8_2024: ['1,021,462', '19,708,300', '32,084,700', '29,844,100', '22']..., số giá trị độc nhất: 5 M9_2023: ['115,904', '2,361,600', '4,658,800', '9,222,100', '19']..., số giá trị độc nhất: 5 M9_2024: ['497,231', '9,640,700', '22,075,200', '19,246,200', '19']..., số giá trị độc nhất: 5 Q1_2023: ['102,762', '2,515,000', '8,492,400', '5,680,300', '59']..., số giá trị độc nhất: 5 Q1_2024: ['523,342', '13,074,200', '28,047,700', '62,331,700', '59']..., số giá trị độc nhất: 5 Q1_2025: ['2,110,272', '46,346,400', '90,323,800', '77,468,100', '45']..., số giá trị độc nhất: 5 Q2_2023: ['115,447', '2,732,600', '7,279,500', '6,111,200', '62']..., số giá trị độc nhất: 5 Q2_2024: ['6,403,277', '105,660,000', '171,779,700', '209,560,400', '61']..., số giá trị độc nhất: 5 Q3_2023: ['350,144', '7,194,100', '13,406,500', '21,273,400', '63']..., số giá trị độc nhất: 5 Q3_2024: ['3,300,927', '58,774,800', '95,024,600', '87,647,200', '64']..., số giá trị độc nhất: 5 Q4_2023: ['418,012', '9,563,400', '18,052,400', '23,925,900', '65']..., số giá trị độc nhất: 5 Q4_2024: ['6,710,653', '121,628,000', '236,070,500', '223,040,700', '66']..., số giá trị độc nhất: 5 Các bản ghi bị trùng:
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: CMG_news_features.csv CMG_news_features.csv
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023-03-14 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 78,000.00 | 1.00 |
| 1 | 2023-03-15 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -133,200.00 | 1.00 |
| 2 | 2023-03-16 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 3 | 2023-03-17 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 4 | 2023-03-18 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 710 | 2025-02-21 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 711 | 2025-02-22 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 712 | 2025-02-23 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 713 | 2025-02-24 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 714 | 2025-02-25 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 715 entries, 0 to 714 Data columns (total 13 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Unnamed: 0 715 non-null object 1 news_count 715 non-null float64 2 news_avg_title_len 715 non-null float64 3 news_avg_summary_len 715 non-null float64 4 news_total_pos_kw 715 non-null float64 5 news_total_neg_kw 715 non-null float64 6 news_llm_sentiment 715 non-null float64 7 div_event_count 715 non-null float64 8 div_total_vnd 715 non-null float64 9 div_total_bonus_ratio 715 non-null float64 10 it_event_count 715 non-null float64 11 it_total_executed_vol 715 non-null float64 12 meeting_event_count 715 non-null float64 dtypes: float64(12), object(1) memory usage: 72.7+ KB None Số giá trị bị rỗng: Unnamed: 0 0 news_count 0 news_avg_title_len 0 news_avg_summary_len 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 |
| mean | 1.00 | 116.31 | 1,552.63 | 0.00 | 0.00 | 0.00 | 1.75 | 224.06 | 13.77 | 1.16 | -91,583.47 | 1.00 |
| std | 0.00 | 4.83 | 30.91 | 0.00 | 0.00 | 0.05 | 0.97 | 290.43 | 6.06 | 0.46 | 545,212.93 | 0.00 |
| min | 1.00 | 110.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -1,502,100.00 | 1.00 |
| 25% | 1.00 | 110.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 50% | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -60,400.00 | 1.00 |
| 75% | 1.00 | 120.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 10,000.00 | 1.00 |
| max | 1.00 | 120.00 | 1,593.00 | 0.00 | 0.00 | 1.00 | 3.00 | 600.00 | 21.62 | 6.00 | 3,470,870.00 | 1.00 |
Unnamed: 0 715 news_count 1 news_avg_title_len 2 news_avg_summary_len 2 news_total_pos_kw 1 news_total_neg_kw 1 news_llm_sentiment 2 div_event_count 2 div_total_vnd 2 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 24 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Unnamed: 0: ['2023-03-14', '2023-03-15', '2023-03-16', '2023-03-17', '2023-03-18', '2023-03-19', '2023-03-20', '2023-03-21', '2023-03-22', '2023-03-23', '2023-03-24', '2023-03-25', '2023-03-26', '2023-03-27', '2023-03-28', '2023-03-29', '2023-03-30', '2023-03-31', '2023-04-01', '2023-04-02']..., số giá trị độc nhất: 715 news_count: [1.0]..., số giá trị độc nhất: 1 news_avg_title_len: [120.0, 110.0]..., số giá trị độc nhất: 2 news_avg_summary_len: [1529.0, 1593.0]..., số giá trị độc nhất: 2 news_total_pos_kw: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw: [0.0]..., số giá trị độc nhất: 1 news_llm_sentiment: [0.0, 1.0]..., số giá trị độc nhất: 2 div_event_count: [3.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 it_event_count: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [78000.0, -133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0]..., số giá trị độc nhất: 24 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count |
|---|
Accessing file: CMG_pricefluctuation_avgtransamount_processed.csv CMG_pricefluctuation_avgtransamount_processed.csv
| StockID | Metric | Value | Section Title | |
|---|---|---|---|---|
| 0 | CMG | +/- Qua 1 tuần | -3.98% | Biến động giá giao dịch |
| 1 | CMG | +/- Qua 1 tháng | -6.84% | Biến động giá giao dịch |
| 2 | CMG | +/- Qua 1 quý | -15.79% | Biến động giá giao dịch |
| 3 | CMG | +/- Qua 1 năm | +15.53% | Biến động giá giao dịch |
| 4 | CMG | +/- Niêm yết | +300.13% | Biến động giá giao dịch |
| StockID | Metric | Value | Section Title | |
|---|---|---|---|---|
| 14 | CMG | KLGD/Ngày (1 tháng) | 936,880 | Khối lượng giao dịch bình quân/ngày |
| 15 | CMG | KLGD/Ngày (1 quý) | 1,244,493 | Khối lượng giao dịch bình quân/ngày |
| 16 | CMG | KLGD/Ngày (1 năm) | 1,352,776 | Khối lượng giao dịch bình quân/ngày |
| 17 | CMG | Nhiều nhất 52 tuần (11/11/2024)* | 7,476,900 | Khối lượng giao dịch bình quân/ngày |
| 18 | CMG | Ít nhất 52 tuần (25/03/2024)* | 111,800 | Khối lượng giao dịch bình quân/ngày |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 19 entries, 0 to 18 Data columns (total 4 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 StockID 19 non-null object 1 Metric 19 non-null object 2 Value 19 non-null object 3 Section Title 19 non-null object dtypes: object(4) memory usage: 740.0+ bytes None Số giá trị bị rỗng: StockID 0 Metric 0 Value 0 Section Title 0 dtype: int64 Thống kê các giá trị:
| StockID | Metric | Value | Section Title | |
|---|---|---|---|---|
| count | 19 | 19 | 19 | 19 |
| unique | 1 | 13 | 13 | 2 |
| top | CMG | KLGD/Ngày (1 tuần) | 1,194,180 | Biến động giá giao dịch |
| freq | 19 | 2 | 2 | 13 |
StockID 1 Metric 13 Value 13 Section Title 2 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: StockID: ['CMG']..., số giá trị độc nhất: 1 Metric: ['+/- Qua 1 tuần', '+/- Qua 1 tháng', '+/- Qua 1 quý', '+/- Qua 1 năm', '+/- Niêm yết', 'Cao nhất 52 tuần (21/06/2024)*', 'Thấp nhất 52 tuần (25/03/2024)*', 'KLGD/Ngày (1 tuần)', 'KLGD/Ngày (1 tháng)', 'KLGD/Ngày (1 quý)', 'KLGD/Ngày (1 năm)', 'Nhiều nhất 52 tuần (11/11/2024)*', 'Ít nhất 52 tuần (25/03/2024)*']..., số giá trị độc nhất: 13 Value: ['-3.98%', '-6.84%', '-15.79%', '+15.53%', '+300.13%', '63,592', '35,399', '1,194,180', '936,880', '1,244,493', '1,352,776', '7,476,900', '111,800']..., số giá trị độc nhất: 13 Section Title: ['Biến động giá giao dịch', 'Khối lượng giao dịch bình quân/ngày']..., số giá trị độc nhất: 2 Các bản ghi bị trùng:
| StockID | Metric | Value | Section Title |
|---|
Accessing file: Dữ liệu Lịch sử CMG.csv Dữ liệu Lịch sử CMG.csv
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 0 | 12/03/2025 | 42,250.0 | 43,100.0 | 43,350.0 | 42,250.0 | 1.81M | -1.97% |
| 1 | 11/03/2025 | 43,100.0 | 43,050.0 | 43,300.0 | 42,950.0 | 1.60M | -1.93% |
| 2 | 10/03/2025 | 43,950.0 | 44,500.0 | 44,500.0 | 43,900.0 | 910.00K | -0.90% |
| 3 | 07/03/2025 | 44,350.0 | 44,800.0 | 44,850.0 | 44,300.0 | 596.20K | -0.56% |
| 4 | 06/03/2025 | 44,600.0 | 44,150.0 | 44,800.0 | 44,000.0 | 1.05M | 1.36% |
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 539 | 09/01/2023 | 28,398.0 | 29,037.0 | 29,037.0 | 27,546.0 | 109.96K | -2.32% |
| 540 | 06/01/2023 | 29,073.0 | 29,463.0 | 29,463.0 | 28,185.0 | 55.89K | -0.61% |
| 541 | 05/01/2023 | 29,250.0 | 29,073.0 | 29,250.0 | 28,540.0 | 87.97K | 0.24% |
| 542 | 04/01/2023 | 29,179.0 | 29,783.0 | 29,783.0 | 27,404.0 | 57.01K | -0.96% |
| 543 | 03/01/2023 | 29,463.0 | 27,688.0 | 29,463.0 | 27,688.0 | 104.92K | 3.75% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 544 entries, 0 to 543 Data columns (total 7 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Ngày 544 non-null object 1 Lần cuối 544 non-null object 2 Mở 544 non-null object 3 Cao 544 non-null object 4 Thấp 544 non-null object 5 KL 544 non-null object 6 % Thay đổi 544 non-null object dtypes: object(7) memory usage: 29.9+ KB None Số giá trị bị rỗng: Ngày 0 Lần cuối 0 Mở 0 Cao 0 Thấp 0 KL 0 % Thay đổi 0 dtype: int64 Thống kê các giá trị:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| count | 544 | 544 | 544 | 544 | 544 | 544 | 544 |
| unique | 544 | 324 | 320 | 298 | 303 | 498 | 325 |
| top | 12/03/2025 | 29,463.0 | 34,433.0 | 29,747.0 | 32,658.0 | 1.16M | 0.00% |
| freq | 1 | 7 | 8 | 9 | 10 | 4 | 35 |
Ngày 544 Lần cuối 324 Mở 320 Cao 298 Thấp 303 KL 498 % Thay đổi 325 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Ngày: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 544 Lần cuối: ['42,250.0', '43,100.0', '43,950.0', '44,350.0', '44,600.0', '44,000.0', '44,150.0', '44,400.0', '44,450.0', '44,200.0', '44,700.0', '44,900.0', '45,250.0', '44,550.0', '45,000.0', '45,350.0', '44,650.0', '44,050.0', '44,950.0', '45,200.0']..., số giá trị độc nhất: 324 Mở: ['43,100.0', '43,050.0', '44,500.0', '44,800.0', '44,150.0', '44,400.0', '44,450.0', '44,900.0', '44,250.0', '44,300.0', '44,700.0', '45,000.0', '45,350.0', '44,650.0', '44,600.0', '45,600.0', '45,500.0', '44,950.0', '45,200.0', '46,000.0']..., số giá trị độc nhất: 320 Cao: ['43,350.0', '43,300.0', '44,500.0', '44,850.0', '44,800.0', '44,650.0', '44,250.0', '44,900.0', '45,000.0', '44,600.0', '44,700.0', '45,450.0', '45,300.0', '45,600.0', '45,500.0', '45,750.0', '44,950.0', '46,100.0', '46,000.0', '45,550.0']..., số giá trị độc nhất: 298 Thấp: ['42,250.0', '42,950.0', '43,900.0', '44,300.0', '44,000.0', '43,850.0', '44,250.0', '44,200.0', '44,550.0', '44,850.0', '44,500.0', '45,000.0', '44,800.0', '44,150.0', '44,050.0', '44,950.0', '45,350.0', '45,050.0', '46,900.0', '46,800.0']..., số giá trị độc nhất: 303 KL: ['1.81M', '1.60M', '910.00K', '596.20K', '1.05M', '644.90K', '1.09M', '646.40K', '793.90K', '526.30K', '952.60K', '939.90K', '1.67M', '880.00K', '676.70K', '1.06M', '590.50K', '917.40K', '811.20K', '564.50K']..., số giá trị độc nhất: 498 % Thay đổi: ['-1.97%', '-1.93%', '-0.90%', '-0.56%', '1.36%', '-0.34%', '-0.45%', '-0.11%', '0.90%', '0.11%', '-1.23%', '-0.77%', '1.46%', '-1.00%', '-0.55%', '-0.22%', '1.57%', '-2.00%', '-1.31%', '0.88%']..., số giá trị độc nhất: 325 Các bản ghi bị trùng:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi |
|---|
Accessing file: Dữ liệu Lịch sử FPT.csv Dữ liệu Lịch sử FPT.csv
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 0 | 12/03/2025 | 135,900.0 | 137,700.0 | 138,700.0 | 135,900.0 | 6.19M | -1.16% |
| 1 | 11/03/2025 | 137,500.0 | 138,000.0 | 138,500.0 | 137,000.0 | 5.78M | -1.29% |
| 2 | 10/03/2025 | 139,300.0 | 141,500.0 | 141,500.0 | 139,200.0 | 5.32M | -1.49% |
| 3 | 07/03/2025 | 141,400.0 | 141,700.0 | 142,700.0 | 141,100.0 | 2.95M | -0.14% |
| 4 | 06/03/2025 | 141,600.0 | 139,500.0 | 143,500.0 | 139,500.0 | 6.42M | 1.80% |
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 539 | 09/01/2023 | 58,654.0 | 58,801.0 | 59,093.0 | 58,362.0 | 686.25K | 0.00% |
| 540 | 06/01/2023 | 58,654.0 | 58,728.0 | 59,239.0 | 58,581.0 | 951.41K | -0.37% |
| 541 | 05/01/2023 | 58,874.0 | 58,581.0 | 59,531.0 | 58,581.0 | 1.34M | 0.75% |
| 542 | 04/01/2023 | 58,435.0 | 59,020.0 | 59,166.0 | 57,924.0 | 1.05M | 0.00% |
| 543 | 03/01/2023 | 58,435.0 | 56,171.0 | 58,435.0 | 56,098.0 | 2.03M | 4.03% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 544 entries, 0 to 543 Data columns (total 7 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Ngày 544 non-null object 1 Lần cuối 544 non-null object 2 Mở 544 non-null object 3 Cao 544 non-null object 4 Thấp 544 non-null object 5 KL 544 non-null object 6 % Thay đổi 544 non-null object dtypes: object(7) memory usage: 29.9+ KB None Số giá trị bị rỗng: Ngày 0 Lần cuối 0 Mở 0 Cao 0 Thấp 0 KL 0 % Thay đổi 0 dtype: int64 Thống kê các giá trị:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| count | 544 | 544 | 544 | 544 | 544 | 544 | 544 |
| unique | 544 | 368 | 361 | 368 | 365 | 386 | 293 |
| top | 12/03/2025 | 58,654.0 | 58,435.0 | 58,801.0 | 81,807.0 | 1.31M | 0.00% |
| freq | 1 | 7 | 6 | 6 | 6 | 4 | 29 |
Ngày 544 Lần cuối 368 Mở 361 Cao 368 Thấp 365 KL 386 % Thay đổi 293 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Ngày: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 544 Lần cuối: ['135,900.0', '137,500.0', '139,300.0', '141,400.0', '141,600.0', '139,100.0', '140,000.0', '140,500.0', '140,300.0', '141,300.0', '141,800.0', '139,000.0', '142,000.0', '143,000.0', '144,000.0', '143,900.0', '143,600.0', '144,900.0', '143,100.0', '145,000.0']..., số giá trị độc nhất: 368 Mở: ['137,700.0', '138,000.0', '141,500.0', '141,700.0', '139,500.0', '140,000.0', '140,500.0', '140,100.0', '142,000.0', '139,100.0', '140,400.0', '142,800.0', '144,200.0', '143,900.0', '143,800.0', '145,000.0', '144,000.0', '145,600.0', '142,200.0', '145,500.0']..., số giá trị độc nhất: 361 Cao: ['138,700.0', '138,500.0', '141,500.0', '142,700.0', '143,500.0', '140,100.0', '140,600.0', '141,400.0', '141,100.0', '142,200.0', '141,800.0', '140,400.0', '142,000.0', '142,900.0', '144,600.0', '144,900.0', '144,400.0', '145,000.0', '145,700.0', '145,400.0']..., số giá trị độc nhất: 368 Thấp: ['135,900.0', '137,000.0', '139,200.0', '141,100.0', '139,500.0', '139,100.0', '139,300.0', '140,300.0', '139,000.0', '140,700.0', '138,900.0', '138,200.0', '141,500.0', '143,000.0', '143,100.0', '143,400.0', '143,600.0', '142,700.0', '144,300.0', '140,100.0']..., số giá trị độc nhất: 365 KL: ['6.19M', '5.78M', '5.32M', '2.95M', '6.42M', '2.85M', '3.47M', '2.53M', '4.69M', '3.42M', '3.32M', '6.81M', '7.50M', '5.31M', '3.39M', '3.03M', '1.66M', '2.47M', '3.25M', '1.89M']..., số giá trị độc nhất: 386 % Thay đổi: ['-1.16%', '-1.29%', '-1.49%', '-0.14%', '1.80%', '-0.64%', '-0.36%', '0.14%', '-0.71%', '-0.35%', '2.01%', '-1.07%', '-1.06%', '-0.70%', '-0.69%', '0.07%', '0.21%', '-0.90%', '1.26%', '-1.31%']..., số giá trị độc nhất: 293 Các bản ghi bị trùng:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi |
|---|
Accessing file: FPT_financial_data_processed.csv FPT_financial_data_processed.csv
| Indicator | StockID | Q1_2007 | Q1_2008 | Q1_2009 | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2007 | Q2_2008 | Q2_2009 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2007 | Q3_2008 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2006 | Q4_2007 | Q4_2008 | Q4_2009 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Y2004 | Y2005 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 | Y2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | BVPS cơ bản | FPT | 27,565.00 | 23,124.00 | 18,353.00 | 22,879.00 | 22,080.00 | 27,100.00 | 23,831.00 | 27,512.00 | 24,357.00 | 26,766.00 | 26,076.00 | 26,178.00 | 25,312.00 | 25,989.00 | 25,166.00 | 25,295.00 | 24,665.00 | 24,980.00 | 21,043.00 | 23,819.00 | 19,014.00 | 19,097.00 | 23,713.00 | 22,226.00 | 25,389.00 | 22,051.00 | 24,958.00 | 23,742.00 | 26,314.00 | 22,627.00 | 23,298.00 | 22,833.00 | 22,100.00 | 21,339.00 | 25,891.00 | 22,446.00 | 21,420.00 | 24,212.00 | 21,003.00 | 19,618.00 | 25,210.00 | 22,457.00 | 25,077.00 | 22,170.00 | 25,078.00 | 23,857.00 | 24,546.00 | 23,082.00 | 23,955.00 | 23,190.00 | 22,393.00 | 21,926.00 | 22,365.00 | 24,213.00 | 25,775.00 | 21,501.00 | 16,871.00 | 20,777.00 | 20,567.00 | 25,578.00 | 22,563.00 | 26,188.00 | 22,988.00 | 25,597.00 | 24,917.00 | 24,925.00 | 24,057.00 | 24,875.00 | 23,727.00 | 23,601.00 | 23,099.00 | 23,580.00 | 24,332.00 | 10,307.00 | 10,399.00 | 25,271.00 | 21,104.00 | 17,267.00 | 20,854.00 | 20,623.00 | 25,540.00 | 22,570.00 | 26,192.00 | 23,003.00 | 25,607.00 | 24,917.00 | 24,932.00 | 24,076.00 | 24,764.00 | 23,731.00 | 23,599.00 | 23,111.00 | 23,568.00 | 24,332.00 |
| 1 | Doanh thu thuần | FPT | 5,663,585 | 8,403,531 | 7,438,682 | 8,017,530 | 10,199,095 | 8,937,352 | 8,611,039 | 10,867,322 | 14,713,020 | 8,466,518 | 9,418,120 | 4,750,769 | 5,666,480 | 6,630,565 | 7,586,328 | 9,730,254 | 11,681,379 | 14,092,928 | 6,070,562 | 8,830,457 | 8,799,390 | 10,723,958 | 9,329,772 | 9,666,613 | 9,336,562 | 10,685,411 | 11,744,376 | 8,958,526 | 9,946,703 | 5,474,263 | 6,825,919 | 6,980,002 | 8,641,707 | 10,096,060 | 12,484,364 | 15,245,226 | 6,238,109 | 7,464,328 | 8,377,067 | 12,602,884 | 10,140,718 | 9,869,741 | 12,000,599 | 13,477,215 | 9,527,464 | 9,755,288 | 10,831,198 | 6,036,059 | 7,104,374 | 7,553,129 | 8,725,172 | 11,148,559 | 13,761,745 | 15,902,822 | 7,142,553 | 9,376,397 | 9,113,084 | 14,983,873 | 10,198,524 | 13,832,026 | 10,020,775 | 11,283,427 | 15,333,191 | 10,449,043 | 12,399,573 | 12,495,737 | 6,952,447 | 8,120,188 | 8,666,705 | 10,704,056 | 13,042,426 | 14,690,413 | 17,607,818 | 8,734,781 | 14,100,792 | 21,399,752 | 13,498,891 | 16,381,840 | 18,404,026 | 20,017,304 | 25,370,247 | 24,594,304 | 27,027,889 | 32,644,656 | 37,959,699 | 39,531,469 | 42,658,611 | 23,213,537 | 27,716,960 | 29,830,401 | 35,657,263 | 44,009,528 | 52,617,901 | 62,848,794 |
| 2 | EPS 4 quý | FPT | 6,305.00 | 8,883.00 | 7,793.00 | 7,930.00 | 7,039.00 | 8,464.00 | 6,054.00 | 5,910.00 | 5,145.00 | 4,840.00 | 3,734.00 | 5,890.00 | 4,561.00 | 4,870.00 | 4,798.00 | 5,271.00 | 5,258.00 | 5,541.00 | 9,451.00 | 8,149.00 | 7,293.00 | 8,982.00 | 6,733.00 | 8,224.00 | 5,853.00 | 5,800.00 | 5,001.00 | 3,815.00 | 4,475.00 | 5,788.00 | 4,727.00 | 4,839.00 | 4,820.00 | 5,385.00 | 5,289.00 | 5,618.00 | 9,444.00 | 8,464.00 | 8,098.00 | 7,995.00 | 7,913.00 | 6,795.00 | 5,774.00 | 5,647.00 | 4,827.00 | 3,852.00 | 4,537.00 | 5,818.00 | 4,971.00 | 4,612.00 | 4,873.00 | 5,456.00 | 5,362.00 | 5,652.00 | 3,755.00 | 9,313.00 | 8,366.00 | 7,468.00 | 7,473.00 | 8,472.00 | 6,318.00 | 5,858.00 | 5,241.00 | 5,213.00 | 3,704.00 | 5,895.00 | 4,509.00 | 4,797.00 | 4,743.00 | 5,059.00 | 4,805.00 | 5,476.00 | 5,697.00 | 6,058.00 | 5,125.00 | 7,407.00 | 9,457.00 | 8,342.00 | 7,479.00 | 7,482.00 | 8,440.00 | 6,318.00 | 5,858.00 | 5,210.00 | 5,208.00 | 4,641.00 | 5,904.00 | 4,518.00 | 4,797.00 | 4,744.00 | 5,065.00 | 5,252.00 | 5,471.00 | 5,698.00 |
| 3 | LN thuần từ HĐKD | FPT | 162,197 | 287,888 | 380,665 | 420,106 | 474,631 | 559,792 | 551,903 | 566,863 | 628,941 | 554,781 | 629,911 | 771,386 | 937,234 | 1,127,536 | 1,380,037 | 1,772,701 | 2,096,933 | 2,515,527 | 268,288 | 327,591 | 377,964 | 588,259 | 648,888 | 593,236 | 675,880 | 628,384 | 711,604 | 673,288 | 779,117 | 879,552 | 1,164,536 | 1,268,043 | 1,523,660 | 1,836,170 | 2,189,766 | 2,635,781 | 116,782 | 197,335 | 484,837 | 422,730 | 624,351 | 524,003 | 546,819 | 590,933 | 621,827 | 749,014 | 882,252 | 1,057,301 | 1,347,403 | 1,369,402 | 1,583,036 | 1,993,658 | 2,438,361 | 2,948,226 | 243,988 | 350,400 | 415,499 | 356,012 | 424,497 | 661,051 | 626,200 | 676,635 | 612,410 | 843,492 | 986,046 | 1,922,130 | 1,086,435 | 1,135,575 | 1,423,198 | 1,739,746 | 1,978,262 | 2,386,698 | 2,922,047 | 191,748 | 334,892 | 494,859 | 953,099 | 1,190,746 | 1,594,487 | 1,876,684 | 2,420,008 | 2,318,205 | 2,451,237 | 2,401,010 | 2,801,769 | 2,964,201 | 4,219,952 | 3,799,831 | 4,609,873 | 5,190,654 | 6,228,494 | 7,589,290 | 9,111,746 | 11,026,253 |
| 4 | LNST của CĐ cty mẹ | FPT | 155,047 | 186,105 | 219,520 | 290,085 | 296,626 | 340,630 | 358,323 | 374,602 | 424,661 | 345,690 | 412,900 | 509,014 | 626,304 | 747,105 | 906,143 | 1,238,880 | 1,493,563 | 1,798,031 | 210,922 | 201,584 | 231,859 | 388,100 | 415,457 | 412,341 | 444,786 | 427,586 | 456,633 | 114,187 | 511,686 | 594,282 | 791,704 | 878,711 | 1,000,031 | 1,250,820 | 1,509,220 | 1,873,815 | 87,812 | 120,469 | 322,160 | 281,037 | 513,326 | 338,402 | 330,590 | 389,098 | 389,064 | 467,811 | 582,641 | 724,918 | 960,108 | 928,888 | 1,124,839 | 1,453,716 | 1,739,340 | 2,088,852 | 228,362 | 272,507 | 330,496 | 288,213 | 303,828 | 462,746 | 448,954 | 474,010 | 450,529 | 676,200 | 661,138 | 1,419,645 | 786,460 | 757,234 | 982,844 | 1,301,522 | 1,351,601 | 1,728,400 | 2,086,993 | 174,818 | 280,483 | 450,436 | 737,469 | 836,271 | 1,063,349 | 1,264,506 | 1,681,818 | 1,540,327 | 1,607,708 | 1,632,085 | 1,930,896 | 1,990,643 | 2,931,531 | 2,620,179 | 3,135,350 | 3,538,008 | 4,337,412 | 5,310,109 | 6,465,190 | 7,849,035 |
| Indicator | StockID | Q1_2007 | Q1_2008 | Q1_2009 | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2007 | Q2_2008 | Q2_2009 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2007 | Q3_2008 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2006 | Q4_2007 | Q4_2008 | Q4_2009 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Y2004 | Y2005 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 | Y2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | ROEA | FPT | 9.63 | 9.12 | 8.74 | 9.22 | 7.18 | 5.99 | 5.64 | 5.07 | 5.21 | 3.32 | 3.52 | 3.75 | 4.13 | 4.34 | 4.73 | 5.58 | 5.70 | 5.83 | 11.72 | 9.20 | 8.79 | 11.10 | 9.37 | 6.90 | 6.58 | 5.64 | 4.99 | 1.06 | 4.24 | 4.28 | 5.05 | 4.95 | 5.03 | 5.39 | 5.42 | 5.81 | 4.50 | 5.32 | 11.28 | 7.50 | 10.22 | 5.53 | 4.76 | 5.11 | 3.91 | 4.28 | 4.63 | 5.17 | 5.99 | 5.15 | 5.57 | 6.13 | 6.10 | 6.13 | 29.09 | 13.73 | 14.16 | 9.58 | 7.81 | 8.43 | 7.28 | 6.72 | 5.80 | 6.71 | 5.90 | 10.81 | 5.44 | 4.57 | 5.34 | 6.24 | 5.47 | 5.92 | 5.87 | 116.84 | 64.40 | 42.67 | 42.36 | 38.23 | 39.13 | 36.20 | 35.39 | 26.32 | 24.01 | 21.59 | 21.34 | 18.41 | 23.75 | 18.71 | 19.86 | 19.99 | 21.67 | 22.71 | 23.39 | 23.88 |
| 13 | ROS | FPT | 3.17 | 2.93 | 4.26 | 4.79 | 4.08 | 5.15 | 5.51 | 4.55 | 3.72 | 5.27 | 5.74 | 13.74 | 14.01 | 14.13 | 15.17 | 15.81 | 15.49 | 15.33 | 4.23 | 3.09 | 3.58 | 4.71 | 5.93 | 5.48 | 6.26 | 5.22 | 5.03 | 7.03 | 6.74 | 13.87 | 14.45 | 15.53 | 14.58 | 15.47 | 14.86 | 14.98 | 2.06 | 2.36 | 4.85 | 2.96 | 5.32 | 4.58 | 3.88 | 3.74 | 5.45 | 6.84 | 6.87 | 14.75 | 16.32 | 15.21 | 15.75 | 15.75 | 15.08 | 15.59 | 3.36 | 3.34 | 3.96 | 2.45 | 4.20 | 4.19 | 5.43 | 4.80 | 3.48 | 7.47 | 6.71 | 12.54 | 13.33 | 11.97 | 14.45 | 14.57 | 12.42 | 13.96 | 14.16 | 2.00 | 2.14 | 2.50 | 6.52 | 6.42 | 7.64 | 8.45 | 8.20 | 8.07 | 7.64 | 6.37 | 6.42 | 6.52 | 8.27 | 13.93 | 14.11 | 14.83 | 15.00 | 14.75 | 14.80 | 14.99 |
| 14 | Tài sản ngắn hạn | FPT | 2,947,791 | 5,220,523 | 4,530,553 | 7,660,727 | 9,283,952 | 10,656,599 | 9,906,638 | 12,668,500 | 16,319,851 | 17,461,659 | 20,264,901 | 15,891,378 | 16,918,516 | 19,577,485 | 27,905,525 | 36,617,351 | 29,524,493 | 37,679,149 | 3,422,271 | 5,108,073 | 4,905,576 | 8,459,817 | 9,018,714 | 10,787,561 | 11,274,078 | 12,729,372 | 16,240,765 | 17,801,377 | 20,220,920 | 16,757,931 | 17,849,605 | 20,974,738 | 30,007,117 | 37,159,706 | 38,758,397 | 40,823,156 | 3,154,149 | 4,812,220 | 5,811,411 | 9,004,707 | 10,607,052 | 11,037,975 | 11,269,784 | 14,847,358 | 16,827,486 | 18,913,792 | 21,767,021 | 17,461,655 | 18,431,910 | 22,473,334 | 30,655,506 | 35,269,475 | 39,531,943 | 42,605,106 | 3,072,816 | 4,366,815 | 4,743,460 | 8,103,156 | 8,829,078 | 11,410,324 | 10,282,181 | 12,954,621 | 16,961,911 | 19,209,380 | 22,082,043 | 16,053,004 | 18,373,436 | 19,038,081 | 25,608,346 | 35,116,784 | 30,933,925 | 36,709,543 | 45,475,496 | 1,495,173 | 2,020,707 | 3,074,380 | 4,342,622 | 4,658,263 | 7,678,505 | 8,839,022 | 11,372,728 | 10,229,470 | 12,908,243 | 16,964,333 | 18,959,009 | 21,908,663 | 16,059,938 | 18,406,087 | 18,979,176 | 25,612,490 | 35,118,373 | 30,937,711 | 36,705,752 | 45,475,496 |
| 15 | Tổng tài sản | FPT | 3,308,996 | 6,451,497 | 5,966,095 | 10,423,086 | 12,710,742 | 14,272,591 | 14,059,015 | 17,446,248 | 22,206,060 | 24,695,453 | 28,003,927 | 25,010,920 | 28,748,321 | 34,416,669 | 44,474,278 | 55,601,299 | 50,741,161 | 62,024,705 | 3,868,744 | 6,481,234 | 6,407,989 | 11,481,762 | 12,446,982 | 14,404,612 | 15,523,397 | 17,766,402 | 22,581,606 | 25,344,505 | 28,045,804 | 26,286,146 | 30,375,757 | 35,912,809 | 46,980,501 | 56,295,551 | 60,556,686 | 65,321,968 | 3,784,711 | 6,200,412 | 7,465,571 | 12,268,263 | 14,130,608 | 14,692,014 | 15,709,061 | 19,945,743 | 23,677,162 | 26,397,928 | 29,693,707 | 28,080,869 | 32,276,824 | 37,757,457 | 48,244,878 | 55,127,102 | 62,112,676 | 67,581,587 | 3,407,866 | 5,346,280 | 6,145,766 | 10,644,732 | 12,502,219 | 15,024,909 | 14,270,464 | 17,617,926 | 22,659,686 | 25,983,205 | 29,912,454 | 25,025,223 | 29,725,930 | 33,658,743 | 41,749,437 | 53,696,644 | 51,655,409 | 60,325,276 | 72,013,238 | 1,583,705 | 2,219,477 | 3,409,220 | 5,356,052 | 6,124,834 | 10,395,415 | 12,304,544 | 14,943,087 | 14,209,183 | 17,570,557 | 22,658,344 | 26,045,589 | 29,833,262 | 24,999,677 | 29,757,067 | 33,394,164 | 41,734,323 | 53,697,941 | 51,650,404 | 60,282,828 | 72,013,238 |
| 16 | Vốn chủ sở hữu | FPT | 1,678,956 | 2,138,347 | 2,590,779 | 3,293,524 | 4,274,842 | 5,858,498 | 6,528,838 | 7,574,003 | 8,380,860 | 10,643,071 | 11,980,477 | 13,899,836 | 15,532,763 | 17,630,689 | 19,730,300 | 22,959,402 | 27,061,179 | 31,727,101 | 1,919,409 | 2,245,553 | 2,686,794 | 3,697,738 | 4,590,719 | 6,089,283 | 6,989,818 | 7,587,818 | 9,924,212 | 10,910,393 | 12,150,226 | 13,885,569 | 15,805,436 | 17,903,726 | 20,057,528 | 23,411,673 | 28,595,184 | 32,784,240 | 1,980,926 | 2,282,579 | 3,023,642 | 3,798,459 | 5,450,140 | 6,152,706 | 6,904,109 | 7,628,831 | 9,972,171 | 10,963,289 | 13,033,786 | 14,164,809 | 16,251,130 | 18,181,401 | 20,324,133 | 24,055,768 | 28,405,656 | 35,364,184 | 1,570,106 | 1,988,409 | 2,384,335 | 2,991,146 | 3,982,083 | 5,529,647 | 6,181,640 | 7,209,656 | 7,909,990 | 10,178,237 | 11,448,011 | 13,234,938 | 14,762,809 | 16,874,812 | 18,602,713 | 21,420,177 | 25,342,981 | 29,948,355 | 35,796,626 | 299,240 | 571,886 | 1,539,496 | 1,942,232 | 2,433,247 | 3,002,251 | 3,983,401 | 5,521,005 | 6,181,762 | 7,208,665 | 7,913,345 | 10,182,286 | 11,448,075 | 13,238,376 | 14,774,971 | 16,799,289 | 18,605,667 | 21,417,985 | 25,356,125 | 29,933,011 | 35,796,626 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 17 entries, 0 to 16 Data columns (total 96 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Indicator 17 non-null object 1 StockID 17 non-null object 2 Q1_2007 17 non-null object 3 Q1_2008 17 non-null object 4 Q1_2009 17 non-null object 5 Q1_2010 17 non-null object 6 Q1_2011 17 non-null object 7 Q1_2012 17 non-null object 8 Q1_2013 17 non-null object 9 Q1_2014 17 non-null object 10 Q1_2015 17 non-null object 11 Q1_2016 16 non-null object 12 Q1_2017 16 non-null object 13 Q1_2018 16 non-null object 14 Q1_2019 16 non-null object 15 Q1_2020 16 non-null object 16 Q1_2021 16 non-null object 17 Q1_2022 16 non-null object 18 Q1_2023 16 non-null object 19 Q1_2024 16 non-null object 20 Q2_2007 17 non-null object 21 Q2_2008 17 non-null object 22 Q2_2009 17 non-null object 23 Q2_2010 17 non-null object 24 Q2_2011 17 non-null object 25 Q2_2012 17 non-null object 26 Q2_2013 17 non-null object 27 Q2_2014 17 non-null object 28 Q2_2015 16 non-null object 29 Q2_2016 16 non-null object 30 Q2_2017 16 non-null object 31 Q2_2018 16 non-null object 32 Q2_2019 16 non-null object 33 Q2_2020 16 non-null object 34 Q2_2021 16 non-null object 35 Q2_2022 16 non-null object 36 Q2_2023 16 non-null object 37 Q2_2024 16 non-null object 38 Q3_2007 17 non-null object 39 Q3_2008 17 non-null object 40 Q3_2009 17 non-null object 41 Q3_2010 17 non-null object 42 Q3_2011 17 non-null object 43 Q3_2012 17 non-null object 44 Q3_2013 17 non-null object 45 Q3_2014 17 non-null object 46 Q3_2015 16 non-null object 47 Q3_2016 16 non-null object 48 Q3_2017 16 non-null object 49 Q3_2018 16 non-null object 50 Q3_2019 16 non-null object 51 Q3_2020 16 non-null object 52 Q3_2021 16 non-null object 53 Q3_2022 16 non-null object 54 Q3_2023 16 non-null object 55 Q3_2024 16 non-null object 56 Q4_2006 17 non-null object 57 Q4_2007 17 non-null object 58 Q4_2008 17 non-null object 59 Q4_2009 17 non-null object 60 Q4_2010 17 non-null object 61 Q4_2011 17 non-null object 62 Q4_2012 17 non-null object 63 Q4_2013 17 non-null object 64 Q4_2014 17 non-null object 65 Q4_2015 16 non-null object 66 Q4_2016 16 non-null object 67 Q4_2017 16 non-null object 68 Q4_2018 16 non-null object 69 Q4_2019 16 non-null object 70 Q4_2020 16 non-null object 71 Q4_2021 16 non-null object 72 Q4_2022 16 non-null object 73 Q4_2023 16 non-null object 74 Q4_2024 16 non-null object 75 Y2004 17 non-null object 76 Y2005 17 non-null object 77 Y2006 17 non-null object 78 Y2007 17 non-null object 79 Y2008 17 non-null object 80 Y2009 17 non-null object 81 Y2010 17 non-null object 82 Y2011 17 non-null object 83 Y2012 17 non-null object 84 Y2013 17 non-null object 85 Y2014 17 non-null object 86 Y2015 16 non-null object 87 Y2016 16 non-null object 88 Y2017 16 non-null object 89 Y2018 16 non-null object 90 Y2019 16 non-null object 91 Y2020 16 non-null object 92 Y2021 16 non-null object 93 Y2022 16 non-null object 94 Y2023 16 non-null object 95 Y2024 16 non-null object dtypes: object(96) memory usage: 12.9+ KB None Số giá trị bị rỗng: Indicator 0 StockID 0 Q1_2007 0 Q1_2008 0 Q1_2009 0 Q1_2010 0 Q1_2011 0 Q1_2012 0 Q1_2013 0 Q1_2014 0 Q1_2015 0 Q1_2016 1 Q1_2017 1 Q1_2018 1 Q1_2019 1 Q1_2020 1 Q1_2021 1 Q1_2022 1 Q1_2023 1 Q1_2024 1 Q2_2007 0 Q2_2008 0 Q2_2009 0 Q2_2010 0 Q2_2011 0 Q2_2012 0 Q2_2013 0 Q2_2014 0 Q2_2015 1 Q2_2016 1 Q2_2017 1 Q2_2018 1 Q2_2019 1 Q2_2020 1 Q2_2021 1 Q2_2022 1 Q2_2023 1 Q2_2024 1 Q3_2007 0 Q3_2008 0 Q3_2009 0 Q3_2010 0 Q3_2011 0 Q3_2012 0 Q3_2013 0 Q3_2014 0 Q3_2015 1 Q3_2016 1 Q3_2017 1 Q3_2018 1 Q3_2019 1 Q3_2020 1 Q3_2021 1 Q3_2022 1 Q3_2023 1 Q3_2024 1 Q4_2006 0 Q4_2007 0 Q4_2008 0 Q4_2009 0 Q4_2010 0 Q4_2011 0 Q4_2012 0 Q4_2013 0 Q4_2014 0 Q4_2015 1 Q4_2016 1 Q4_2017 1 Q4_2018 1 Q4_2019 1 Q4_2020 1 Q4_2021 1 Q4_2022 1 Q4_2023 1 Q4_2024 1 Y2004 0 Y2005 0 Y2006 0 Y2007 0 Y2008 0 Y2009 0 Y2010 0 Y2011 0 Y2012 0 Y2013 0 Y2014 0 Y2015 1 Y2016 1 Y2017 1 Y2018 1 Y2019 1 Y2020 1 Y2021 1 Y2022 1 Y2023 1 Y2024 1 dtype: int64 Thống kê các giá trị:
| Indicator | StockID | Q1_2007 | Q1_2008 | Q1_2009 | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2007 | Q2_2008 | Q2_2009 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2007 | Q3_2008 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2006 | Q4_2007 | Q4_2008 | Q4_2009 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Y2004 | Y2005 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 | Y2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 |
| unique | 17 | 1 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 15 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 17 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 | 16 |
| top | BVPS cơ bản | FPT | 27,565.00 | 23,124.00 | 18,353.00 | 22,879.00 | 22,080.00 | 27,100.00 | 23,831.00 | 27,512.00 | 24,357.00 | 26,766.00 | 26,076.00 | 26,178.00 | 25,312.00 | 25,989.00 | 25,166.00 | 25,295.00 | 24,665.00 | 24,980.00 | 1,744,538 | 23,819.00 | 19,014.00 | 19,097.00 | 23,713.00 | 22,226.00 | 25,389.00 | 22,051.00 | 24,958.00 | 23,742.00 | 26,314.00 | 22,627.00 | 23,298.00 | 22,833.00 | 22,100.00 | 21,339.00 | 25,891.00 | 22,446.00 | 21,420.00 | 24,212.00 | 21,003.00 | 19,618.00 | 25,210.00 | 22,457.00 | 25,077.00 | 22,170.00 | 25,078.00 | 23,857.00 | 24,546.00 | 23,082.00 | 23,955.00 | 23,190.00 | 22,393.00 | 21,926.00 | 22,365.00 | 24,213.00 | 25,775.00 | 21,501.00 | 16,871.00 | 20,777.00 | 20,567.00 | 25,578.00 | 22,563.00 | 26,188.00 | 22,988.00 | 25,597.00 | 24,917.00 | 24,925.00 | 24,057.00 | 24,875.00 | 23,727.00 | 23,601.00 | 23,099.00 | 23,580.00 | 24,332.00 | 174,818 | 10,399.00 | 25,271.00 | 21,104.00 | 17,267.00 | 20,854.00 | 20,623.00 | 25,540.00 | 22,570.00 | 26,192.00 | 23,003.00 | 25,607.00 | 24,917.00 | 24,932.00 | 24,076.00 | 24,764.00 | 23,731.00 | 23,599.00 | 23,111.00 | 23,568.00 | 24,332.00 |
| freq | 1 | 17 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
Indicator 17 StockID 1 Q1_2007 17 Q1_2008 17 Q1_2009 17 Q1_2010 17 Q1_2011 17 Q1_2012 17 Q1_2013 17 Q1_2014 17 Q1_2015 17 Q1_2016 16 Q1_2017 16 Q1_2018 16 Q1_2019 16 Q1_2020 16 Q1_2021 16 Q1_2022 16 Q1_2023 16 Q1_2024 16 Q2_2007 16 Q2_2008 17 Q2_2009 17 Q2_2010 17 Q2_2011 17 Q2_2012 17 Q2_2013 17 Q2_2014 17 Q2_2015 16 Q2_2016 16 Q2_2017 16 Q2_2018 16 Q2_2019 16 Q2_2020 16 Q2_2021 16 Q2_2022 16 Q2_2023 16 Q2_2024 16 Q3_2007 17 Q3_2008 17 Q3_2009 17 Q3_2010 17 Q3_2011 17 Q3_2012 17 Q3_2013 17 Q3_2014 17 Q3_2015 16 Q3_2016 16 Q3_2017 16 Q3_2018 16 Q3_2019 16 Q3_2020 16 Q3_2021 16 Q3_2022 16 Q3_2023 16 Q3_2024 16 Q4_2006 17 Q4_2007 17 Q4_2008 17 Q4_2009 17 Q4_2010 17 Q4_2011 17 Q4_2012 17 Q4_2013 17 Q4_2014 17 Q4_2015 16 Q4_2016 16 Q4_2017 16 Q4_2018 16 Q4_2019 16 Q4_2020 16 Q4_2021 16 Q4_2022 16 Q4_2023 16 Q4_2024 16 Y2004 15 Y2005 17 Y2006 17 Y2007 17 Y2008 17 Y2009 17 Y2010 17 Y2011 17 Y2012 17 Y2013 17 Y2014 17 Y2015 16 Y2016 16 Y2017 16 Y2018 16 Y2019 16 Y2020 16 Y2021 16 Y2022 16 Y2023 16 Y2024 16 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Indicator: ['BVPS cơ bản', 'Doanh thu thuần', 'EPS 4 quý', 'LN thuần từ HĐKD', 'LNST của CĐ cty mẹ', 'LNST thu nhập DN', 'Lợi nhuận gộp', 'Lợi ích của CĐ thiểu số', 'Nợ ngắn hạn', 'Nợ phải trả', 'P/E cơ bản', 'ROAA', 'ROEA', 'ROS', 'Tài sản ngắn hạn', 'Tổng tài sản', 'Vốn chủ sở hữu']..., số giá trị độc nhất: 17 StockID: ['FPT']..., số giá trị độc nhất: 1 Q1_2007: ['27,565.00', '5,663,585', '6,305.00', '162,197', '155,047', '179,456', '402,931', '144,031', '1,371,071', '1,486,010', '85.80', '4.62', '9.63', '3.17', '2,947,791', '3,308,996', '1,678,956']..., số giá trị độc nhất: 17 Q1_2008: ['23,124.00', '8,403,531', '8,883.00', '287,888', '186,105', '246,359', '689,552', '417,693', '3,819,710', '3,895,456', '10.81', '3.15', '9.12', '2.93', '5,220,523', '6,451,497', '2,138,347']..., số giá trị độc nhất: 17 Q1_2009: ['18,353.00', '7,438,682', '7,793.00', '380,665', '219,520', '317,120', '875,967', '615,002', '2,595,308', '2,760,314', '5.76', '3.63', '8.74', '4.26', '4,530,553', '5,966,095', '2,590,779']..., số giá trị độc nhất: 17 Q1_2010: ['22,879.00', '8,017,530', '7,930.00', '420,106', '290,085', '384,409', '1,009,266', '804,729', '4,409,645', '6,324,833', '10.53', '2.79', '9.22', '4.79', '7,660,727', '10,423,086', '3,293,524']..., số giá trị độc nhất: 17 Q1_2011: ['22,080.00', '10,199,095', '7,039.00', '474,631', '296,626', '416,327', '1,160,830', '1,178,587', '5,164,567', '7,257,314', '7.25', '2.37', '7.18', '4.08', '9,283,952', '12,710,742', '4,274,842']..., số giá trị độc nhất: 17 Q1_2012: ['27,100.00', '8,937,352', '8,464.00', '559,792', '340,630', '460,417', '1,117,342', '898,748', '7,257,525', '7,515,345', '6.85', '2.33', '5.99', '5.15', '10,656,599', '14,272,591', '5,858,498']..., số giá trị độc nhất: 17 Q1_2013: ['23,831.00', '8,611,039', '6,054.00', '551,903', '358,323', '474,681', '1,193,176', '1,006,179', '6,285,133', '6,523,998', '6.24', '2.54', '5.64', '5.51', '9,906,638', '14,059,015', '6,528,838']..., số giá trị độc nhất: 17 Q1_2014: ['27,512.00', '10,867,322', '5,910.00', '566,863', '374,602', '494,038', '1,345,059', '1,162,126', '8,412,879', '8,710,120', '11.84', '2.14', '5.07', '4.55', '12,668,500', '17,446,248', '7,574,003']..., số giá trị độc nhất: 17 Q1_2015: ['24,357.00', '14,713,020', '5,145.00', '628,941', '424,661', '547,349', '1,689,718', '1,462,632', '11,843,484', '12,362,568', '9.41', '1.89', '5.21', '3.72', '16,319,851', '22,206,060', '8,380,860']..., số giá trị độc nhất: 17 Q1_2016: ['26,766.00', '8,466,518', '4,840.00', '554,781', '345,690', '446,509', '1,686,151', nan, '12,948,093', '14,052,383', '9.73', '1.36', '3.32', '5.27', '17,461,659', '24,695,453', '10,643,071']..., số giá trị độc nhất: 17 Q1_2017: ['26,076.00', '9,418,120', '3,734.00', '629,911', '412,900', '540,340', '2,075,513', nan, '14,835,526', '16,023,450', '12.67', '1.43', '3.52', '5.74', '20,264,901', '28,003,927', '11,980,477']..., số giá trị độc nhất: 17 Q1_2018: ['26,178.00', '4,750,769', '5,890.00', '771,386', '509,014', '652,768', '1,855,560', nan, '10,523,958', '11,111,084', '10.31', '2.04', '3.75', '13.74', '15,891,378', '25,010,920', '13,899,836']..., số giá trị độc nhất: 17 Q1_2019: ['25,312.00', '5,666,480', '4,561.00', '937,234', '626,304', '793,923', '2,279,330', nan, '12,709,176', '13,215,558', '9.98', '2.14', '4.13', '14.01', '16,918,516', '28,748,321', '15,532,763']..., số giá trị độc nhất: 17 Q1_2020: ['25,989.00', '6,630,565', '4,870.00', '1,127,536', '747,105', '936,963', '2,624,378', nan, '15,838,155', '16,785,979', '8.44', '2.20', '4.34', '14.13', '19,577,485', '34,416,669', '17,630,689']..., số giá trị độc nhất: 17 Q1_2021: ['25,166.00', '7,586,328', '4,798.00', '1,380,037', '906,143', '1,150,703', '2,894,527', nan, '22,968,033', '24,743,978', '16.19', '2.10', '4.73', '15.17', '27,905,525', '44,474,278', '19,730,300']..., số giá trị độc nhất: 17 Q1_2022: ['25,295.00', '9,730,254', '5,271.00', '1,772,701', '1,238,880', '1,538,558', '3,953,321', nan, '30,137,625', '32,641,898', '20.30', '2.27', '5.58', '15.81', '36,617,351', '55,601,299', '22,959,402']..., số giá trị độc nhất: 17 Q1_2023: ['24,665.00', '11,681,379', '5,258.00', '2,096,933', '1,493,563', '1,809,799', '4,567,879', nan, '23,043,505', '23,679,982', '15.04', '2.92', '5.70', '15.49', '29,524,493', '50,741,161', '27,061,179']..., số giá trị độc nhất: 17 Q1_2024: ['24,980.00', '14,092,928', '5,541.00', '2,515,527', '1,798,031', '2,160,265', '5,510,466', nan, '29,033,183', '30,297,604', '21.02', '2.94', '5.83', '15.33', '37,679,149', '62,024,705', '31,727,101']..., số giá trị độc nhất: 17 Q2_2007: ['21,043.00', '6,070,562', '9,451.00', '268,288', '210,922', '256,617', '561,246', '204,797', '1,744,538', '32.48', '5.88', '11.72', '4.23', '3,422,271', '3,868,744', '1,919,409']..., số giá trị độc nhất: 16 Q2_2008: ['23,819.00', '8,830,457', '8,149.00', '327,591', '201,584', '272,587', '961,511', '485,932', '3,672,149', '3,749,750', '6.14', '3.12', '9.20', '3.09', '5,108,073', '6,481,234', '2,245,553']..., số giá trị độc nhất: 17 Q2_2009: ['19,014.00', '8,799,390', '7,293.00', '377,964', '231,859', '314,615', '935,528', '645,584', '3,065,105', '3,075,612', '9.60', '3.75', '8.79', '3.58', '4,905,576', '6,407,989', '2,686,794']..., số giá trị độc nhất: 17 Q2_2010: ['19,097.00', '10,723,958', '8,982.00', '588,259', '388,100', '505,273', '1,192,998', '878,059', '4,852,129', '6,905,965', '7.68', '3.54', '11.10', '4.71', '8,459,817', '11,481,762', '3,697,738']..., số giá trị độc nhất: 17 Q2_2011: ['23,713.00', '9,329,772', '6,733.00', '648,888', '415,457', '553,046', '1,290,943', '1,238,066', '4,691,588', '6,618,198', '7.13', '3.30', '9.37', '5.93', '9,018,714', '12,446,982', '4,590,719']..., số giá trị độc nhất: 17 Q2_2012: ['22,226.00', '9,666,613', '8,224.00', '593,236', '412,341', '529,497', '1,243,845', '976,138', '7,065,492', '7,339,191', '5.73', '2.88', '6.90', '5.48', '10,787,561', '14,404,612', '6,089,283']..., số giá trị độc nhất: 17 Q2_2013: ['25,389.00', '9,336,562', '5,853.00', '675,880', '444,786', '584,299', '1,365,206', '1,105,489', '7,169,969', '7,428,091', '7.14', '3.01', '6.58', '6.26', '11,274,078', '15,523,397', '6,989,818']..., số giá trị độc nhất: 17 Q2_2014: ['22,051.00', '10,685,411', '5,800.00', '628,384', '427,586', '557,458', '1,554,004', '1,293,380', '8,600,724', '8,885,205', '8.03', '2.43', '5.64', '5.22', '12,729,372', '17,766,402', '7,587,818']..., số giá trị độc nhất: 17 Q2_2015: ['24,958.00', '11,744,376', '5,001.00', '711,604', '456,633', '590,509', '1,801,913', nan, '12,339,406', '12,657,394', '9.28', '2.04', '4.99', '5.03', '16,240,765', '22,581,606', '9,924,212']..., số giá trị độc nhất: 17 Q2_2016: ['23,742.00', '8,958,526', '3,815.00', '673,288', '114,187', '629,353', '1,933,550', nan, '13,305,700', '14,434,112', '10.96', '0.46', '1.06', '7.03', '17,801,377', '25,344,505', '10,910,393']..., số giá trị độc nhất: 17 Q2_2017: ['26,314.00', '9,946,703', '4,475.00', '779,117', '511,686', '670,457', '2,431,580', nan, '14,738,302', '15,895,578', '10.47', '1.83', '4.24', '6.74', '20,220,920', '28,045,804', '12,150,226']..., số giá trị độc nhất: 17 Q2_2018: ['22,627.00', '5,474,263', '5,788.00', '879,552', '594,282', '759,029', '2,000,673', nan, '11,901,668', '12,400,576', '7.17', '2.32', '4.28', '13.87', '16,757,931', '26,286,146', '13,885,569']..., số giá trị độc nhất: 17 Q2_2019: ['23,298.00', '6,825,919', '4,727.00', '1,164,536', '791,704', '986,167', '2,578,130', nan, '14,116,094', '14,570,321', '9.63', '2.68', '5.05', '14.45', '17,849,605', '30,375,757', '15,805,436']..., số giá trị độc nhất: 17 Q2_2020: ['22,833.00', '6,980,002', '4,839.00', '1,268,043', '878,711', '1,084,222', '2,721,755', nan, '16,991,795', '18,009,083', '9.43', '2.50', '4.95', '15.53', '20,974,738', '35,912,809', '17,903,726']..., số giá trị độc nhất: 17 Q2_2021: ['22,100.00', '8,641,707', '4,820.00', '1,523,660', '1,000,031', '1,259,666', '3,460,389', nan, '24,989,658', '26,922,973', '18.26', '2.19', '5.03', '14.58', '30,007,117', '46,980,501', '20,057,528']..., số giá trị độc nhất: 17 Q2_2022: ['21,339.00', '10,096,060', '5,385.00', '1,836,170', '1,250,820', '1,561,574', '4,015,103', nan, '30,416,062', '32,883,878', '16.01', '2.24', '5.39', '15.47', '37,159,706', '56,295,551', '23,411,673']..., số giá trị độc nhất: 17 Q2_2023: ['25,891.00', '12,484,364', '5,289.00', '2,189,766', '1,509,220', '1,855,582', '4,633,824', nan, '31,322,666', '31,961,502', '16.26', '2.71', '5.42', '14.86', '38,758,397', '60,556,686', '28,595,184']..., số giá trị độc nhất: 17 Q2_2024: ['22,446.00', '15,245,226', '5,618.00', '2,635,781', '1,873,815', '2,283,041', '5,651,357', nan, '31,341,216', '32,537,727', '23.23', '2.94', '5.81', '14.98', '40,823,156', '65,321,968', '32,784,240']..., số giá trị độc nhất: 17 Q3_2007: ['21,420.00', '6,238,109', '9,444.00', '116,782', '87,812', '128,385', '480,384', '283,776', '1,388,572', '1,520,008', '28.91', '2.29', '4.50', '2.06', '3,154,149', '3,784,711', '1,980,926']..., số giá trị độc nhất: 17 Q3_2008: ['24,212.00', '7,464,328', '8,464.00', '197,335', '120,469', '175,795', '720,966', '536,991', '3,306,146', '3,380,842', '10.81', '1.90', '5.32', '2.36', '4,812,220', '6,200,412', '2,282,579']..., số giá trị độc nhất: 17 Q3_2009: ['21,003.00', '8,377,067', '8,098.00', '484,837', '322,160', '405,963', '1,050,196', '768,550', '3,658,224', '3,673,379', '10.68', '4.64', '11.28', '4.85', '5,811,411', '7,465,571', '3,023,642']..., số giá trị độc nhất: 17 Q3_2010: ['19,618.00', '12,602,884', '7,995.00', '422,730', '281,037', '372,831', '1,127,905', '1,055,005', '5,525,345', '7,414,799', '8.88', '2.37', '7.50', '2.96', '9,004,707', '12,268,263', '3,798,459']..., số giá trị độc nhất: 17 Q3_2011: ['25,210.00', '10,140,718', '7,913.00', '624,351', '513,326', '539,533', '1,244,222', '880,169', '5,828,271', '7,800,299', '6.51', '3.86', '10.22', '5.32', '10,607,052', '14,130,608', '5,450,140']..., số giá trị độc nhất: 17 Q3_2012: ['22,457.00', '9,869,741', '6,795.00', '524,003', '338,402', '451,930', '1,135,529', '1,018,413', '7,219,370', '7,520,895', '5.58', '2.33', '5.53', '4.58', '11,037,975', '14,692,014', '6,152,706']..., số giá trị độc nhất: 17 Q3_2013: ['25,077.00', '12,000,599', '5,774.00', '546,819', '330,590', '465,109', '1,346,075', '1,144,833', '7,378,687', '7,660,120', '7.81', '2.12', '4.76', '3.88', '11,269,784', '15,709,061', '6,904,109']..., số giá trị độc nhất: 17 Q3_2014: ['22,170.00', '13,477,215', '5,647.00', '590,933', '389,098', '503,722', '1,606,661', '1,329,051', '10,670,684', '10,987,860', '9.21', '2.06', '5.11', '3.74', '14,847,358', '19,945,743', '7,628,831']..., số giá trị độc nhất: 17 Q3_2015: ['25,078.00', '9,527,464', '4,827.00', '621,827', '389,064', '519,226', '1,914,597', nan, '13,006,055', '13,704,991', '9.22', '1.68', '3.91', '5.45', '16,827,486', '23,677,162', '9,972,171']..., số giá trị độc nhất: 17 Q3_2016: ['23,857.00', '9,755,288', '3,852.00', '749,014', '467,811', '667,466', '2,216,581', nan, '14,346,985', '15,434,639', '12.11', '1.81', '4.28', '6.84', '18,913,792', '26,397,928', '10,963,289']..., số giá trị độc nhất: 17 Q3_2017: ['24,546.00', '10,831,198', '4,537.00', '882,252', '582,641', '744,031', '2,415,837', nan, '15,768,900', '16,659,921', '10.75', '2.02', '4.63', '6.87', '21,767,021', '29,693,707', '13,033,786']..., số giá trị độc nhất: 17 Q3_2018: ['23,082.00', '6,036,059', '5,818.00', '1,057,301', '724,918', '890,264', '2,295,670', nan, '13,360,082', '13,916,060', '7.96', '2.67', '5.17', '14.75', '17,461,655', '28,080,869', '14,164,809']..., số giá trị độc nhất: 17 Q3_2019: ['23,955.00', '7,104,374', '4,971.00', '1,347,403', '960,108', '1,159,712', '2,782,725', nan, '15,404,438', '16,025,694', '11.61', '3.06', '5.99', '16.32', '18,431,910', '32,276,824', '16,251,130']..., số giá trị độc nhất: 17 Q3_2020: ['23,190.00', '7,553,129', '4,612.00', '1,369,402', '928,888', '1,148,631', '2,998,778', nan, '18,551,812', '19,576,056', '10.84', '2.52', '5.15', '15.21', '22,473,334', '37,757,457', '18,181,401']..., số giá trị độc nhất: 17 Q3_2021: ['22,393.00', '8,725,172', '4,873.00', '1,583,036', '1,124,839', '1,374,615', '3,250,929', nan, '25,891,182', '27,920,745', '19.09', '2.36', '5.57', '15.75', '30,655,506', '48,244,878', '20,324,133']..., số giá trị độc nhất: 17 Q3_2022: ['21,926.00', '11,148,559', '5,456.00', '1,993,658', '1,453,716', '1,755,997', '4,359,486', nan, '28,697,861', '31,071,333', '14.76', '2.61', '6.13', '15.75', '35,269,475', '55,127,102', '24,055,768']..., số giá trị độc nhất: 17 Q3_2023: ['22,365.00', '13,761,745', '5,362.00', '2,438,361', '1,739,340', '2,075,869', '5,496,369', nan, '33,050,415', '33,707,021', '17.31', '2.84', '6.10', '15.08', '39,531,943', '62,112,676', '28,405,656']..., số giá trị độc nhất: 17 Q3_2024: ['24,213.00', '15,902,822', '5,652.00', '2,948,226', '2,088,852', '2,478,598', '6,158,956', nan, '30,969,637', '32,217,403', '23.80', '3.14', '6.13', '15.59', '42,605,106', '67,581,587', '35,364,184']..., số giá trị độc nhất: 17 Q4_2006: ['25,775.00', '7,142,553', '3,755.00', '243,988', '228,362', '240,015', '614,657', '123,254', '1,588,332', '1,714,506', '122.49', '13.40', '29.09', '3.36', '3,072,816', '3,407,866', '1,570,106']..., số giá trị độc nhất: 17 Q4_2007: ['21,501.00', '9,376,397', '9,313.00', '350,400', '272,507', '312,744', '895,754', '289,096', '3,002,230', '3,068,775', '23.94', '5.97', '13.73', '3.34', '4,366,815', '5,346,280', '1,988,409']..., số giá trị độc nhất: 17 Q4_2008: ['16,871.00', '9,113,084', '8,366.00', '415,499', '330,496', '360,779', '1,016,029', '525,896', '3,226,761', '3,235,536', '5.98', '5.35', '14.16', '3.96', '4,743,460', '6,145,766', '2,384,335']..., số giá trị độc nhất: 17 Q4_2009: ['20,777.00', '14,983,873', '7,468.00', '356,012', '288,213', '366,566', '1,371,888', '746,890', '4,878,984', '6,906,696', '10.58', '3.18', '9.58', '2.45', '8,103,156', '10,644,732', '2,991,146']..., số giá trị độc nhất: 17 Q4_2010: ['20,567.00', '10,198,524', '7,473.00', '424,497', '303,828', '428,709', '1,296,960', '1,094,659', '5,538,445', '7,425,477', '8.63', '2.45', '7.81', '4.20', '8,829,078', '12,502,219', '3,982,083']..., số giá trị độc nhất: 17 Q4_2011: ['25,578.00', '13,832,026', '8,472.00', '661,051', '462,746', '579,689', '1,653,487', '966,533', '8,296,037', '8,528,729', '5.87', '3.17', '8.43', '4.19', '11,410,324', '15,024,909', '5,529,647']..., số giá trị độc nhất: 17 Q4_2012: ['22,563.00', '10,020,775', '6,318.00', '626,200', '448,954', '544,581', '1,511,131', '894,299', '6,899,105', '7,194,525', '5.57', '3.10', '7.28', '5.43', '10,282,181', '14,270,464', '6,181,640']..., số giá trị độc nhất: 17 Q4_2013: ['26,188.00', '11,283,427', '5,858.00', '676,635', '474,010', '541,224', '1,638,114', '1,045,192', '9,075,739', '9,363,078', '8.04', '2.84', '6.72', '4.80', '12,954,621', '17,617,926', '7,209,656']..., số giá trị độc nhất: 17 Q4_2014: ['22,988.00', '15,333,191', '5,241.00', '612,410', '450,529', '533,636', '1,768,216', '1,344,474', '13,062,886', '13,405,222', '9.16', '2.11', '5.80', '3.48', '16,961,911', '22,659,686', '7,909,990']..., số giá trị độc nhất: 17 Q4_2015: ['25,597.00', '10,449,043', '5,213.00', '843,492', '676,200', '794,563', '2,158,681', nan, '14,804,951', '15,804,968', '9.26', '2.72', '6.71', '7.47', '19,209,380', '25,983,205', '10,178,237']..., số giá trị độc nhất: 17 Q4_2016: ['24,917.00', '12,399,573', '3,704.00', '986,046', '661,138', '831,527', '2,787,128', nan, '17,471,940', '18,464,444', '11.88', '2.35', '5.90', '6.71', '22,082,043', '29,912,454', '11,448,011']..., số giá trị độc nhất: 17 Q4_2017: ['24,925.00', '12,495,737', '5,895.00', '1,922,130', '1,419,645', '1,567,244', '2,850,422', nan, '11,129,329', '11,790,285', '9.69', '5.19', '10.81', '12.54', '16,053,004', '25,025,223', '13,234,938']..., số giá trị độc nhất: 17 Q4_2018: ['24,057.00', '6,952,447', '4,509.00', '1,086,435', '786,460', '926,432', '2,571,211', nan, '14,432,175', '14,963,121', '9.36', '2.72', '5.44', '13.33', '18,373,436', '29,725,930', '14,762,809']..., số giá trị độc nhất: 17 Q4_2019: ['24,875.00', '8,120,188', '4,797.00', '1,135,575', '757,234', '971,910', '3,071,028', nan, '16,291,313', '16,783,931', '12.15', '2.30', '4.57', '11.97', '19,038,081', '33,658,743', '16,874,812']..., số giá trị độc nhất: 17 Q4_2020: ['23,727.00', '8,666,705', '4,743.00', '1,423,198', '982,844', '1,252,589', '3,470,921', nan, '22,382,165', '23,146,724', '12.46', '2.47', '5.34', '14.45', '25,608,346', '41,749,437', '18,602,713']..., số giá trị độc nhất: 17 Q4_2021: ['23,601.00', '10,704,056', '5,059.00', '1,739,746', '1,301,522', '1,559,815', '4,094,368', nan, '29,811,587', '32,276,467', '18.38', '2.55', '6.24', '14.57', '35,116,784', '53,696,644', '21,420,177']..., số giá trị độc nhất: 17 Q4_2022: ['23,099.00', '13,042,426', '4,805.00', '1,978,262', '1,351,601', '1,619,892', '5,241,274', nan, '24,534,231', '26,312,428', '14.68', '2.53', '5.47', '12.42', '30,933,925', '51,655,409', '25,342,981']..., số giá trị độc nhất: 17 Q4_2023: ['23,580.00', '14,690,413', '5,476.00', '2,386,698', '1,728,400', '2,051,241', '5,631,864', nan, '29,667,280', '30,376,921', '17.55', '2.82', '5.92', '13.96', '36,709,543', '60,325,276', '29,948,355']..., số giá trị độc nhất: 17 Q4_2024: ['24,332.00', '17,607,818', '5,697.00', '2,922,047', '2,086,993', '2,493,502', '6,478,973', nan, '34,780,312', '36,216,612', '26.77', '2.99', '5.87', '14.16', '45,475,496', '72,013,238', '35,796,626']..., số giá trị độc nhất: 17 Y2004: ['10,307.00', '8,734,781', '6,058.00', '191,748', '174,818', '538,150', '0', '1,110,867', '1,284,465', '22.08', '116.84', '2.00', '1,495,173', '1,583,705', '299,240']..., số giá trị độc nhất: 15 Y2005: ['10,399.00', '14,100,792', '5,125.00', '334,892', '280,483', '301,378', '921,148', '39,644', '1,483,024', '1,607,947', '0', '14.75', '64.40', '2.14', '2,020,707', '2,219,477', '571,886']..., số giá trị độc nhất: 17 Y2006: ['25,271.00', '21,399,752', '7,407.00', '494,859', '450,436', '535,612', '1,351,233', '123,189', '1,620,360', '1,746,534', '62.10', '16.00', '42.67', '2.50', '3,074,380', '3,409,220', '1,539,496']..., số giá trị độc nhất: 17 Y2007: ['21,104.00', '13,498,891', '9,457.00', '953,099', '737,469', '880,271', '1,961,448', '282,606', '3,064,669', '3,131,215', '23.58', '16.83', '42.36', '6.52', '4,342,622', '5,356,052', '1,942,232']..., số giá trị độc nhất: 17 Y2008: ['17,267.00', '16,381,840', '8,342.00', '1,190,746', '836,271', '1,051,047', '2,978,436', '526,235', '3,160,423', '3,165,352', '5.99', '14.57', '38.23', '6.42', '4,658,263', '6,124,834', '2,433,247']..., số giá trị độc nhất: 17 Y2009: ['20,854.00', '18,404,026', '7,479.00', '1,594,487', '1,063,349', '1,405,874', '3,685,353', '715,672', '4,765,833', '6,677,493', '10.56', '12.87', '39.13', '7.64', '7,678,505', '10,395,415', '3,002,251']..., số giá trị độc nhất: 17 Y2010: ['20,623.00', '20,017,304', '7,482.00', '1,876,684', '1,264,506', '1,691,757', '3,988,493', '1,065,631', '5,439,122', '7,255,513', '8.62', '11.14', '36.20', '8.45', '8,839,022', '12,304,544', '3,983,401']..., số giá trị độc nhất: 17 Y2011: ['25,540.00', '25,370,247', '8,440.00', '2,420,008', '1,681,818', '2,079,148', '4,958,148', '704,807', '8,475,465', '8,717,275', '5.89', '12.34', '35.39', '8.20', '11,372,728', '14,943,087', '5,521,005']..., số giá trị độc nhất: 17 Y2012: ['22,570.00', '24,594,304', '6,318.00', '2,318,205', '1,540,327', '1,985,487', '4,692,145', '912,500', '6,819,506', '7,114,921', '5.57', '10.57', '26.32', '8.07', '10,229,470', '14,209,183', '6,181,762']..., số giá trị độc nhất: 17 Y2013: ['26,192.00', '27,027,889', '5,858.00', '2,451,237', '1,607,708', '2,065,313', '5,539,153', '1,045,192', '9,068,740', '9,316,700', '8.04', '10.12', '24.01', '7.64', '12,908,243', '17,570,557', '7,208,665']..., số giá trị độc nhất: 17 Y2014: ['23,003.00', '32,644,656', '5,210.00', '2,401,010', '1,632,085', '2,079,125', '6,273,460', '1,344,474', '13,056,523', '13,400,525', '9.20', '8.11', '21.59', '6.37', '16,964,333', '22,658,344', '7,913,345']..., số giá trị độc nhất: 17 Y2015: ['25,607.00', '37,959,699', '5,208.00', '2,801,769', '1,930,896', '2,438,085', '7,493,820', nan, '14,967,554', '15,863,303', '9.27', '7.93', '21.34', '6.42', '18,959,009', '26,045,589', '10,182,286']..., số giá trị độc nhất: 17 Y2016: ['24,917.00', '39,531,469', '4,641.00', '2,964,201', '1,990,643', '2,575,691', '8,438,135', nan, '17,429,656', '18,385,187', '9.48', '7.12', '18.41', '6.52', '21,908,663', '29,833,262', '11,448,075']..., số giá trị độc nhất: 17 Y2017: ['24,932.00', '42,658,611', '5,904.00', '4,219,952', '2,931,531', '3,528,114', '9,682,405', nan, '11,100,345', '11,761,301', '9.67', '10.69', '23.75', '8.27', '16,059,938', '24,999,677', '13,238,376']..., số giá trị độc nhất: 17 Y2018: ['24,076.00', '23,213,537', '4,518.00', '3,799,831', '2,620,179', '3,233,997', '8,722,879', nan, '14,451,150', '14,982,096', '9.34', '9.57', '18.71', '13.93', '18,406,087', '29,757,067', '14,774,971']..., số giá trị độc nhất: 17 Y2019: ['24,764.00', '27,716,960', '4,797.00', '4,609,873', '3,135,350', '3,911,712', '10,712,050', nan, '16,102,257', '16,594,875', '12.15', '9.93', '19.86', '14.11', '18,979,176', '33,394,164', '16,799,289']..., số giá trị độc nhất: 17 Y2020: ['23,731.00', '29,830,401', '4,744.00', '5,190,654', '3,538,008', '4,423,745', '11,813,657', nan, '22,364,711', '23,128,656', '12.44', '9.42', '19.99', '14.83', '25,612,490', '41,734,323', '18,605,667']..., số giá trị độc nhất: 17 Y2021: ['23,599.00', '35,657,263', '5,065.00', '6,228,494', '4,337,412', '5,349,301', '13,631,964', nan, '29,761,106', '32,279,956', '18.36', '9.09', '21.67', '15.00', '35,118,373', '53,697,941', '21,417,985']..., số giá trị độc nhất: 17 Y2022: ['23,111.00', '44,009,528', '5,252.00', '7,589,290', '5,310,109', '6,491,343', '17,167,279', nan, '24,521,162', '26,294,279', '14.64', '10.08', '22.71', '14.75', '30,937,711', '51,650,404', '25,356,125']..., số giá trị độc nhất: 17 Y2023: ['23,568.00', '52,617,901', '5,471.00', '9,111,746', '6,465,190', '7,788,050', '20,319,553', nan, '29,651,674', '30,349,816', '17.56', '11.55', '23.39', '14.80', '36,705,752', '60,282,828', '29,933,011']..., số giá trị độc nhất: 17 Y2024: ['24,332.00', '62,848,794', '5,698.00', '11,026,253', '7,849,035', '9,420,079', '23,799,752', nan, '34,780,312', '36,216,612', '26.76', '11.87', '23.88', '14.99', '45,475,496', '72,013,238', '35,796,626']..., số giá trị độc nhất: 17 Các bản ghi bị trùng:
| Indicator | StockID | Q1_2007 | Q1_2008 | Q1_2009 | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q2_2007 | Q2_2008 | Q2_2009 | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q3_2007 | Q3_2008 | Q3_2009 | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q4_2006 | Q4_2007 | Q4_2008 | Q4_2009 | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Y2004 | Y2005 | Y2006 | Y2007 | Y2008 | Y2009 | Y2010 | Y2011 | Y2012 | Y2013 | Y2014 | Y2015 | Y2016 | Y2017 | Y2018 | Y2019 | Y2020 | Y2021 | Y2022 | Y2023 | Y2024 |
|---|
Accessing file: FPT_foreign_detail_transactions_processed.csv FPT_foreign_detail_transactions_processed.csv
| StockID | Date | Foreign Investor Room | Remaining Room Shares | Remaining Room % | Matched Buy Volume | Matched Buy Value | Matched Sell Volume | Matched Sell Value | Negotiated Buy Volume | Negotiated Buy Value | Negotiated Sell Volume | Negotiated Sell Value | Total Buy Volume | Total Buy Value | Total Sell Volume | Total Sell Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | FPT | 12/03/2025 | 720,823,899 | 69,107,399 | 4.70 | 545,200 | 74,590 | 2,706,300 | 369,670 | 100,000 | 13,660 | 100,000 | 13,660 | 645,200 | 88,251 | 2,806,300 | 383,330 |
| 1 | FPT | 11/03/2025 | 720,823,899 | 67,582,207 | 4.59 | 1,411,550 | 194,553 | 1,978,820 | 272,010 | 380,000 | 52,351 | 380,000 | 52,351 | 1,791,550 | 246,904 | 2,358,820 | 324,361 |
| 2 | FPT | 10/03/2025 | 720,823,899 | 66,589,517 | 4.53 | 1,525,876 | 213,768 | 2,671,316 | 372,406 | 193,900 | 27,147 | 193,900 | 27,147 | 1,719,776 | 240,915 | 2,865,216 | 399,553 |
| 3 | FPT | 07/03/2025 | 720,823,899 | 67,355,093 | 4.58 | 788,743 | 111,749 | 1,525,192 | 215,676 | 441,500 | 62,437 | 441,500 | 62,437 | 1,230,243 | 174,185 | 1,966,692 | 278,113 |
| 4 | FPT | 06/03/2025 | 720,823,899 | 66,916,990 | 4.55 | 2,079,519 | 293,500 | 2,420,240 | 342,230 | 94,300 | 13,339 | 94,300 | 13,339 | 2,173,819 | 306,839 | 2,514,540 | 355,569 |
| StockID | Date | Foreign Investor Room | Remaining Room Shares | Remaining Room % | Matched Buy Volume | Matched Buy Value | Matched Sell Volume | Matched Sell Value | Negotiated Buy Volume | Negotiated Buy Value | Negotiated Sell Volume | Negotiated Sell Value | Total Buy Volume | Total Buy Value | Total Sell Volume | Total Sell Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 245 | FPT | 18/03/2024 | 622,284,748 | 0 | 0.00 | 100 | 12 | 0 | 0 | 1,811,900 | 224,857 | 1,811,900 | 224,857 | 1,812,000 | 224,868 | 1,811,900 | 224,857 |
| 246 | FPT | 15/03/2024 | 622,284,748 | 0 | 0.00 | 53 | 0 | 7,000 | 637 | 851,700 | 106,548 | 851,700 | 106,548 | 851,753 | 106,548 | 858,700 | 107,184 |
| 247 | FPT | 14/03/2024 | 622,284,748 | 0 | 0.00 | 5,400 | 640 | 6,408 | 750 | 2,552,400 | 319,305 | 2,552,400 | 319,305 | 2,557,800 | 319,945 | 2,558,808 | 320,055 |
| 248 | FPT | 13/03/2024 | 622,284,748 | 0 | 0.00 | 3,900 | 440 | 100 | 12 | 970,500 | 116,169 | 970,500 | 116,169 | 974,400 | 116,609 | 970,600 | 116,180 |
| 249 | FPT | 12/03/2024 | 622,284,748 | 0 | 0.00 | 0 | 0 | 0 | 0 | 220,000 | 25,894 | 220,000 | 25,894 | 220,000 | 25,894 | 220,000 | 25,894 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 250 entries, 0 to 249 Data columns (total 17 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 StockID 250 non-null object 1 Date 250 non-null object 2 Foreign Investor Room 250 non-null object 3 Remaining Room Shares 250 non-null object 4 Remaining Room % 250 non-null float64 5 Matched Buy Volume 250 non-null object 6 Matched Buy Value 250 non-null object 7 Matched Sell Volume 250 non-null object 8 Matched Sell Value 250 non-null object 9 Negotiated Buy Volume 250 non-null object 10 Negotiated Buy Value 250 non-null object 11 Negotiated Sell Volume 250 non-null object 12 Negotiated Sell Value 250 non-null object 13 Total Buy Volume 250 non-null object 14 Total Buy Value 250 non-null object 15 Total Sell Volume 250 non-null object 16 Total Sell Value 250 non-null object dtypes: float64(1), object(16) memory usage: 33.3+ KB None Số giá trị bị rỗng: StockID 0 Date 0 Foreign Investor Room 0 Remaining Room Shares 0 Remaining Room % 0 Matched Buy Volume 0 Matched Buy Value 0 Matched Sell Volume 0 Matched Sell Value 0 Negotiated Buy Volume 0 Negotiated Buy Value 0 Negotiated Sell Volume 0 Negotiated Sell Value 0 Total Buy Volume 0 Total Buy Value 0 Total Sell Volume 0 Total Sell Value 0 dtype: int64 Thống kê các giá trị:
| Remaining Room % | |
|---|---|
| count | 250.00 |
| mean | 2.42 |
| std | 1.54 |
| min | 0.00 |
| 25% | 0.49 |
| 50% | 2.79 |
| 75% | 3.66 |
| max | 4.70 |
StockID 1 Date 250 Foreign Investor Room 3 Remaining Room Shares 203 Remaining Room % 129 Matched Buy Volume 222 Matched Buy Value 222 Matched Sell Volume 234 Matched Sell Value 233 Negotiated Buy Volume 122 Negotiated Buy Value 146 Negotiated Sell Volume 125 Negotiated Sell Value 152 Total Buy Volume 249 Total Buy Value 248 Total Sell Volume 249 Total Sell Value 249 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: StockID: ['FPT']..., số giá trị độc nhất: 1 Date: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 250 Foreign Investor Room: ['720,823,899', '715,619,552', '622,284,748']..., số giá trị độc nhất: 3 Remaining Room Shares: ['69,107,399', '67,582,207', '66,589,517', '67,355,093', '66,916,990', '67,518,253', '66,100,985', '66,096,965', '66,050,204', '64,762,406', '63,241,179', '61,855,637', '62,361,682', '62,914,196', '63,757,444', '62,990,964', '63,528,198', '63,640,328', '63,612,958', '62,892,705']..., số giá trị độc nhất: 203 Remaining Room %: [4.7, 4.59, 4.53, 4.58, 4.55, 4.49, 4.4, 4.3, 4.2, 4.24, 4.28, 4.33, 4.32, 4.17, 4.08, 4.14, 4.09, 3.78, 3.84, 3.86]..., số giá trị độc nhất: 129 Matched Buy Volume: ['545,200', '1,411,550', '1,525,876', '788,743', '2,079,519', '610,237', '1,336,310', '959,931', '1,664,962', '1,519,120', '917,414', '1,784,354', '1,290,243', '1,271,718', '269,700', '1,097,434', '762,219', '590,430', '1,378,977', '503,244']..., số giá trị độc nhất: 222 Matched Buy Value: ['74,590', '194,553', '213,768', '111,749', '293,500', '85,198', '186,988', '135,061', '232,570', '214,414', '128,892', '247,873', '181,334', '180,492', '38,643', '157,727', '109,615', '84,919', '199,368', '72,249']..., số giá trị độc nhất: 222 Matched Sell Volume: ['2,706,300', '1,978,820', '2,671,316', '1,525,192', '2,420,240', '776,300', '1,242,846', '1,478,256', '2,059,505', '1,440,330', '1,006,692', '3,167,760', '3,072,347', '2,313,956', '1,310,309', '749,729', '460,470', '1,083,180', '542,200', '712,089']..., số giá trị độc nhất: 234 Matched Sell Value: ['369,670', '272,010', '372,406', '215,676', '342,230', '108,315', '173,449', '207,971', '287,613', '203,218', '140,924', '438,526', '430,990', '328,420', '187,857', '107,572', '66,175', '155,232', '78,401', '102,280']..., số giá trị độc nhất: 233 Negotiated Buy Volume: ['100,000', '380,000', '193,900', '441,500', '94,300', '0', '400,000', '1,456,800', '500,000', '500,100', '353,000', '420,000', '397,300', '115,500', '151,300', '345,500', '288,700', '170,900', '78,300', '1,667,900']..., số giá trị độc nhất: 122 Negotiated Buy Value: ['13,660', '52,351', '27,147', '62,437', '13,339', '0', '55,973', '56,278', '203,538', '70,621', '70,271', '49,043', '60,321', '56,816', '73,025', '61,343', '16,979', '23,292', '51,871', '42,188']..., số giá trị độc nhất: 146 Negotiated Sell Volume: ['100,000', '380,000', '193,900', '441,500', '94,300', '0', '300,000', '400,000', '1,256,800', '500,000', '500,100', '353,000', '440,000', '397,300', '420,000', '115,500', '151,300', '345,500', '288,700', '170,900']..., số giá trị độc nhất: 125 Negotiated Sell Value: ['13,660', '52,351', '27,147', '62,437', '13,339', '0', '41,980', '56,278', '175,591', '70,621', '70,271', '49,043', '63,192', '56,816', '73,025', '61,343', '16,979', '23,292', '51,871', '14,824']..., số giá trị độc nhất: 152 Total Buy Volume: ['645,200', '1,791,550', '1,719,776', '1,230,243', '2,173,819', '610,237', '1,736,310', '1,359,931', '3,121,762', '2,019,120', '1,417,514', '2,137,354', '1,290,243', '1,271,718', '269,700', '1,517,434', '762,219', '590,430', '1,378,977', '900,544']..., số giá trị độc nhất: 249 Total Buy Value: ['88,251', '246,904', '240,915', '174,185', '306,839', '85,198', '242,961', '191,340', '436,108', '285,035', '199,163', '296,916', '181,334', '180,492', '38,643', '218,047', '109,615', '84,919', '199,368', '129,065']..., số giá trị độc nhất: 248 Total Sell Volume: ['2,806,300', '2,358,820', '2,865,216', '1,966,692', '2,514,540', '776,300', '1,542,846', '1,878,256', '3,316,305', '1,940,330', '1,506,792', '3,520,760', '3,072,347', '2,313,956', '1,310,309', '1,189,729', '460,470', '1,083,180', '542,200', '1,109,389']..., số giá trị độc nhất: 249 Total Sell Value: ['383,330', '324,361', '399,553', '278,113', '355,569', '108,315', '215,429', '264,249', '463,205', '273,839', '211,195', '487,569', '430,990', '328,420', '187,857', '170,764', '66,175', '155,232', '78,401', '159,096']..., số giá trị độc nhất: 249 Các bản ghi bị trùng:
| StockID | Date | Foreign Investor Room | Remaining Room Shares | Remaining Room % | Matched Buy Volume | Matched Buy Value | Matched Sell Volume | Matched Sell Value | Negotiated Buy Volume | Negotiated Buy Value | Negotiated Sell Volume | Negotiated Sell Value | Total Buy Volume | Total Buy Value | Total Sell Volume | Total Sell Value |
|---|
Accessing file: FPT_full_period_trans_statistics_processed.csv FPT_full_period_trans_statistics_processed.csv
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Tổng GT khớp | FPT | 40,127,592 | 32,903,598 | 129,164,565 | 26,888,006 | 5,411,519 | 9,384,944 | 4,255,216 | 13,050,959 | 4,154,163 | 12,658,417 | 3,147,106 | 8,534,914 | 5,008,978 | 13,399,266 | 1,195,077 | 7,784,914 | 4,953,826 | 883,407 | 6,978,395 | 1,351,987 | 11,581,548 | 1,645,410 | 20,390,648 | 2,164,749 | 17,425,878 | 3,961,773 | 12,332,109 | 5,289,450 | 9,420,669 | 3,785,924 | 15,940,998 | 26,888,006 | 3,880,804 | 38,950,591 | 11,415,972 | 39,178,656 | 13,820,898 | 35,094,320 |
| 1 | Tổng KL khớp | FPT | 433,450,400 | 370,659,600 | 1,000,508,500 | 186,016,800 | 58,518,600 | 68,748,900 | 46,990,600 | 96,216,400 | 43,649,700 | 85,416,000 | 32,827,500 | 57,077,300 | 48,078,100 | 93,419,200 | 15,125,900 | 68,853,100 | 35,520,300 | 11,100,100 | 60,367,000 | 16,543,100 | 87,243,800 | 19,334,200 | 152,347,900 | 27,230,100 | 132,559,000 | 45,397,500 | 96,911,000 | 54,966,700 | 70,939,800 | 46,929,000 | 149,758,700 | 186,016,800 | 46,977,400 | 299,958,700 | 127,594,300 | 300,409,800 | 149,158,900 | 250,381,300 |
| 2 | Tổng KL đặt bán | FPT | 777,756,500 | 709,579,200 | 1,577,738,200 | 294,590,800 | 107,180,800 | 120,487,000 | 98,432,100 | 170,419,800 | 90,358,800 | 142,458,200 | 67,408,700 | 86,906,100 | 71,546,400 | 148,910,100 | 29,082,600 | 121,896,600 | 58,774,600 | 22,548,500 | 102,734,100 | 33,994,100 | 150,777,000 | 41,383,200 | 211,010,300 | 49,137,000 | 161,618,900 | 78,526,200 | 135,081,700 | 99,121,200 | 122,299,500 | 88,897,300 | 260,851,700 | 294,590,800 | 97,925,800 | 464,521,400 | 226,784,400 | 419,000,100 | 295,971,700 | 433,365,000 |
| 3 | Tổng KL đặt mua | FPT | 718,646,200 | 709,645,600 | 1,570,432,300 | 314,773,800 | 107,632,100 | 117,352,300 | 93,097,900 | 160,185,700 | 79,352,200 | 142,597,200 | 62,587,800 | 88,070,200 | 67,035,400 | 161,785,900 | 35,898,200 | 126,321,700 | 64,917,700 | 25,723,000 | 121,793,000 | 39,736,600 | 154,735,700 | 37,411,700 | 215,201,000 | 44,333,500 | 173,092,300 | 88,139,200 | 119,291,500 | 97,965,500 | 110,238,700 | 96,253,900 | 255,944,900 | 314,773,800 | 102,871,300 | 491,729,700 | 230,438,200 | 402,622,500 | 280,082,200 | 420,135,200 |
| 4 | Tổng số phiên | FPT | 249 | 249 | 250 | 45 | 22 | 23 | 22 | 21 | 21 | 22 | 22 | 17 | 16 | 20 | 23 | 21 | 8 | 20 | 19 | 20 | 22 | 22 | 20 | 21 | 23 | 23 | 22 | 19 | 19 | 59 | 59 | 45 | 62 | 61 | 63 | 64 | 65 | 66 |
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Tổng GT khớp | FPT | 40,127,592 | 32,903,598 | 129,164,565 | 26,888,006 | 5,411,519 | 9,384,944 | 4,255,216 | 13,050,959 | 4,154,163 | 12,658,417 | 3,147,106 | 8,534,914 | 5,008,978 | 13,399,266 | 1,195,077 | 7,784,914 | 4,953,826 | 883,407 | 6,978,395 | 1,351,987 | 11,581,548 | 1,645,410 | 20,390,648 | 2,164,749 | 17,425,878 | 3,961,773 | 12,332,109 | 5,289,450 | 9,420,669 | 3,785,924 | 15,940,998 | 26,888,006 | 3,880,804 | 38,950,591 | 11,415,972 | 39,178,656 | 13,820,898 | 35,094,320 |
| 1 | Tổng KL khớp | FPT | 433,450,400 | 370,659,600 | 1,000,508,500 | 186,016,800 | 58,518,600 | 68,748,900 | 46,990,600 | 96,216,400 | 43,649,700 | 85,416,000 | 32,827,500 | 57,077,300 | 48,078,100 | 93,419,200 | 15,125,900 | 68,853,100 | 35,520,300 | 11,100,100 | 60,367,000 | 16,543,100 | 87,243,800 | 19,334,200 | 152,347,900 | 27,230,100 | 132,559,000 | 45,397,500 | 96,911,000 | 54,966,700 | 70,939,800 | 46,929,000 | 149,758,700 | 186,016,800 | 46,977,400 | 299,958,700 | 127,594,300 | 300,409,800 | 149,158,900 | 250,381,300 |
| 2 | Tổng KL đặt bán | FPT | 777,756,500 | 709,579,200 | 1,577,738,200 | 294,590,800 | 107,180,800 | 120,487,000 | 98,432,100 | 170,419,800 | 90,358,800 | 142,458,200 | 67,408,700 | 86,906,100 | 71,546,400 | 148,910,100 | 29,082,600 | 121,896,600 | 58,774,600 | 22,548,500 | 102,734,100 | 33,994,100 | 150,777,000 | 41,383,200 | 211,010,300 | 49,137,000 | 161,618,900 | 78,526,200 | 135,081,700 | 99,121,200 | 122,299,500 | 88,897,300 | 260,851,700 | 294,590,800 | 97,925,800 | 464,521,400 | 226,784,400 | 419,000,100 | 295,971,700 | 433,365,000 |
| 3 | Tổng KL đặt mua | FPT | 718,646,200 | 709,645,600 | 1,570,432,300 | 314,773,800 | 107,632,100 | 117,352,300 | 93,097,900 | 160,185,700 | 79,352,200 | 142,597,200 | 62,587,800 | 88,070,200 | 67,035,400 | 161,785,900 | 35,898,200 | 126,321,700 | 64,917,700 | 25,723,000 | 121,793,000 | 39,736,600 | 154,735,700 | 37,411,700 | 215,201,000 | 44,333,500 | 173,092,300 | 88,139,200 | 119,291,500 | 97,965,500 | 110,238,700 | 96,253,900 | 255,944,900 | 314,773,800 | 102,871,300 | 491,729,700 | 230,438,200 | 402,622,500 | 280,082,200 | 420,135,200 |
| 4 | Tổng số phiên | FPT | 249 | 249 | 250 | 45 | 22 | 23 | 22 | 21 | 21 | 22 | 22 | 17 | 16 | 20 | 23 | 21 | 8 | 20 | 19 | 20 | 22 | 22 | 20 | 21 | 23 | 23 | 22 | 19 | 19 | 59 | 59 | 45 | 62 | 61 | 63 | 64 | 65 | 66 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 5 entries, 0 to 4 Data columns (total 40 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Metric 5 non-null object 1 StockID 5 non-null object 2 2022 5 non-null object 3 2023 5 non-null object 4 2024 5 non-null object 5 2025 5 non-null object 6 M10_2023 5 non-null object 7 M10_2024 5 non-null object 8 M11_2023 5 non-null object 9 M11_2024 5 non-null object 10 M12_2023 5 non-null object 11 M12_2024 5 non-null object 12 M1_2024 5 non-null object 13 M1_2025 5 non-null object 14 M2_2024 5 non-null object 15 M2_2025 5 non-null object 16 M3_2023 5 non-null object 17 M3_2024 5 non-null object 18 M3_2025 5 non-null object 19 M4_2023 5 non-null object 20 M4_2024 5 non-null object 21 M5_2023 5 non-null object 22 M5_2024 5 non-null object 23 M6_2023 5 non-null object 24 M6_2024 5 non-null object 25 M7_2023 5 non-null object 26 M7_2024 5 non-null object 27 M8_2023 5 non-null object 28 M8_2024 5 non-null object 29 M9_2023 5 non-null object 30 M9_2024 5 non-null object 31 Q1_2023 5 non-null object 32 Q1_2024 5 non-null object 33 Q1_2025 5 non-null object 34 Q2_2023 5 non-null object 35 Q2_2024 5 non-null object 36 Q3_2023 5 non-null object 37 Q3_2024 5 non-null object 38 Q4_2023 5 non-null object 39 Q4_2024 5 non-null object dtypes: object(40) memory usage: 1.7+ KB None Số giá trị bị rỗng: Metric 0 StockID 0 2022 0 2023 0 2024 0 2025 0 M10_2023 0 M10_2024 0 M11_2023 0 M11_2024 0 M12_2023 0 M12_2024 0 M1_2024 0 M1_2025 0 M2_2024 0 M2_2025 0 M3_2023 0 M3_2024 0 M3_2025 0 M4_2023 0 M4_2024 0 M5_2023 0 M5_2024 0 M6_2023 0 M6_2024 0 M7_2023 0 M7_2024 0 M8_2023 0 M8_2024 0 M9_2023 0 M9_2024 0 Q1_2023 0 Q1_2024 0 Q1_2025 0 Q2_2023 0 Q2_2024 0 Q3_2023 0 Q3_2024 0 Q4_2023 0 Q4_2024 0 dtype: int64 Thống kê các giá trị:
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
| unique | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
| top | Tổng GT khớp | FPT | 40,127,592 | 32,903,598 | 129,164,565 | 26,888,006 | 5,411,519 | 9,384,944 | 4,255,216 | 13,050,959 | 4,154,163 | 12,658,417 | 3,147,106 | 8,534,914 | 5,008,978 | 13,399,266 | 1,195,077 | 7,784,914 | 4,953,826 | 883,407 | 6,978,395 | 1,351,987 | 11,581,548 | 1,645,410 | 20,390,648 | 2,164,749 | 17,425,878 | 3,961,773 | 12,332,109 | 5,289,450 | 9,420,669 | 3,785,924 | 15,940,998 | 26,888,006 | 3,880,804 | 38,950,591 | 11,415,972 | 39,178,656 | 13,820,898 | 35,094,320 |
| freq | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
Metric 5 StockID 1 2022 5 2023 5 2024 5 2025 5 M10_2023 5 M10_2024 5 M11_2023 5 M11_2024 5 M12_2023 5 M12_2024 5 M1_2024 5 M1_2025 5 M2_2024 5 M2_2025 5 M3_2023 5 M3_2024 5 M3_2025 5 M4_2023 5 M4_2024 5 M5_2023 5 M5_2024 5 M6_2023 5 M6_2024 5 M7_2023 5 M7_2024 5 M8_2023 5 M8_2024 5 M9_2023 5 M9_2024 5 Q1_2023 5 Q1_2024 5 Q1_2025 5 Q2_2023 5 Q2_2024 5 Q3_2023 5 Q3_2024 5 Q4_2023 5 Q4_2024 5 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Metric: ['Tổng GT khớp', 'Tổng KL khớp', 'Tổng KL đặt bán', 'Tổng KL đặt mua', 'Tổng số phiên']..., số giá trị độc nhất: 5 StockID: ['FPT']..., số giá trị độc nhất: 1 2022: ['40,127,592', '433,450,400', '777,756,500', '718,646,200', '249']..., số giá trị độc nhất: 5 2023: ['32,903,598', '370,659,600', '709,579,200', '709,645,600', '249']..., số giá trị độc nhất: 5 2024: ['129,164,565', '1,000,508,500', '1,577,738,200', '1,570,432,300', '250']..., số giá trị độc nhất: 5 2025: ['26,888,006', '186,016,800', '294,590,800', '314,773,800', '45']..., số giá trị độc nhất: 5 M10_2023: ['5,411,519', '58,518,600', '107,180,800', '107,632,100', '22']..., số giá trị độc nhất: 5 M10_2024: ['9,384,944', '68,748,900', '120,487,000', '117,352,300', '23']..., số giá trị độc nhất: 5 M11_2023: ['4,255,216', '46,990,600', '98,432,100', '93,097,900', '22']..., số giá trị độc nhất: 5 M11_2024: ['13,050,959', '96,216,400', '170,419,800', '160,185,700', '21']..., số giá trị độc nhất: 5 M12_2023: ['4,154,163', '43,649,700', '90,358,800', '79,352,200', '21']..., số giá trị độc nhất: 5 M12_2024: ['12,658,417', '85,416,000', '142,458,200', '142,597,200', '22']..., số giá trị độc nhất: 5 M1_2024: ['3,147,106', '32,827,500', '67,408,700', '62,587,800', '22']..., số giá trị độc nhất: 5 M1_2025: ['8,534,914', '57,077,300', '86,906,100', '88,070,200', '17']..., số giá trị độc nhất: 5 M2_2024: ['5,008,978', '48,078,100', '71,546,400', '67,035,400', '16']..., số giá trị độc nhất: 5 M2_2025: ['13,399,266', '93,419,200', '148,910,100', '161,785,900', '20']..., số giá trị độc nhất: 5 M3_2023: ['1,195,077', '15,125,900', '29,082,600', '35,898,200', '23']..., số giá trị độc nhất: 5 M3_2024: ['7,784,914', '68,853,100', '121,896,600', '126,321,700', '21']..., số giá trị độc nhất: 5 M3_2025: ['4,953,826', '35,520,300', '58,774,600', '64,917,700', '8']..., số giá trị độc nhất: 5 M4_2023: ['883,407', '11,100,100', '22,548,500', '25,723,000', '20']..., số giá trị độc nhất: 5 M4_2024: ['6,978,395', '60,367,000', '102,734,100', '121,793,000', '19']..., số giá trị độc nhất: 5 M5_2023: ['1,351,987', '16,543,100', '33,994,100', '39,736,600', '20']..., số giá trị độc nhất: 5 M5_2024: ['11,581,548', '87,243,800', '150,777,000', '154,735,700', '22']..., số giá trị độc nhất: 5 M6_2023: ['1,645,410', '19,334,200', '41,383,200', '37,411,700', '22']..., số giá trị độc nhất: 5 M6_2024: ['20,390,648', '152,347,900', '211,010,300', '215,201,000', '20']..., số giá trị độc nhất: 5 M7_2023: ['2,164,749', '27,230,100', '49,137,000', '44,333,500', '21']..., số giá trị độc nhất: 5 M7_2024: ['17,425,878', '132,559,000', '161,618,900', '173,092,300', '23']..., số giá trị độc nhất: 5 M8_2023: ['3,961,773', '45,397,500', '78,526,200', '88,139,200', '23']..., số giá trị độc nhất: 5 M8_2024: ['12,332,109', '96,911,000', '135,081,700', '119,291,500', '22']..., số giá trị độc nhất: 5 M9_2023: ['5,289,450', '54,966,700', '99,121,200', '97,965,500', '19']..., số giá trị độc nhất: 5 M9_2024: ['9,420,669', '70,939,800', '122,299,500', '110,238,700', '19']..., số giá trị độc nhất: 5 Q1_2023: ['3,785,924', '46,929,000', '88,897,300', '96,253,900', '59']..., số giá trị độc nhất: 5 Q1_2024: ['15,940,998', '149,758,700', '260,851,700', '255,944,900', '59']..., số giá trị độc nhất: 5 Q1_2025: ['26,888,006', '186,016,800', '294,590,800', '314,773,800', '45']..., số giá trị độc nhất: 5 Q2_2023: ['3,880,804', '46,977,400', '97,925,800', '102,871,300', '62']..., số giá trị độc nhất: 5 Q2_2024: ['38,950,591', '299,958,700', '464,521,400', '491,729,700', '61']..., số giá trị độc nhất: 5 Q3_2023: ['11,415,972', '127,594,300', '226,784,400', '230,438,200', '63']..., số giá trị độc nhất: 5 Q3_2024: ['39,178,656', '300,409,800', '419,000,100', '402,622,500', '64']..., số giá trị độc nhất: 5 Q4_2023: ['13,820,898', '149,158,900', '295,971,700', '280,082,200', '65']..., số giá trị độc nhất: 5 Q4_2024: ['35,094,320', '250,381,300', '433,365,000', '420,135,200', '66']..., số giá trị độc nhất: 5 Các bản ghi bị trùng:
| Metric | StockID | 2022 | 2023 | 2024 | 2025 | M10_2023 | M10_2024 | M11_2023 | M11_2024 | M12_2023 | M12_2024 | M1_2024 | M1_2025 | M2_2024 | M2_2025 | M3_2023 | M3_2024 | M3_2025 | M4_2023 | M4_2024 | M5_2023 | M5_2024 | M6_2023 | M6_2024 | M7_2023 | M7_2024 | M8_2023 | M8_2024 | M9_2023 | M9_2024 | Q1_2023 | Q1_2024 | Q1_2025 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: FPT_news_features.csv FPT_news_features.csv
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023-05-04 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
| 1 | 2023-05-05 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2 | 2023-05-06 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 3 | 2023-05-07 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 4 | 2023-05-08 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 708 | 2025-04-11 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 709 | 2025-04-12 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 710 | 2025-04-13 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 711 | 2025-04-14 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 712 | 2025-04-15 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 713 entries, 0 to 712 Data columns (total 13 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Unnamed: 0 713 non-null object 1 news_count 713 non-null float64 2 news_avg_title_len 713 non-null float64 3 news_avg_summary_len 713 non-null float64 4 news_total_pos_kw 713 non-null float64 5 news_total_neg_kw 713 non-null float64 6 news_llm_sentiment 713 non-null float64 7 div_event_count 713 non-null float64 8 div_total_vnd 713 non-null float64 9 div_total_bonus_ratio 713 non-null float64 10 it_event_count 713 non-null float64 11 it_total_executed_vol 713 non-null float64 12 meeting_event_count 713 non-null float64 dtypes: float64(12), object(1) memory usage: 72.5+ KB None Số giá trị bị rỗng: Unnamed: 0 0 news_count 0 news_avg_title_len 0 news_avg_summary_len 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 |
| mean | 1.27 | 119.26 | 1,923.22 | 1.05 | 0.02 | 0.12 | 1.50 | 1,000.00 | 3.33 | 1.11 | -968,731.78 | 1.00 |
| std | 0.60 | 38.61 | 251.61 | 0.94 | 0.13 | 0.38 | 0.50 | 0.00 | 3.34 | 0.61 | 1,399,125.38 | 0.00 |
| min | 1.00 | 28.00 | 1,114.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 25% | 1.00 | 83.00 | 1,726.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 50% | 1.00 | 118.00 | 2,004.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 75% | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| max | 3.00 | 183.00 | 2,562.00 | 3.00 | 1.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
Unnamed: 0 713 news_count 3 news_avg_title_len 84 news_avg_summary_len 120 news_total_pos_kw 4 news_total_neg_kw 2 news_llm_sentiment 3 div_event_count 2 div_total_vnd 1 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 10 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Unnamed: 0: ['2023-05-04', '2023-05-05', '2023-05-06', '2023-05-07', '2023-05-08', '2023-05-09', '2023-05-10', '2023-05-11', '2023-05-12', '2023-05-13', '2023-05-14', '2023-05-15', '2023-05-16', '2023-05-17', '2023-05-18', '2023-05-19', '2023-05-20', '2023-05-21', '2023-05-22', '2023-05-23']..., số giá trị độc nhất: 713 news_count: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_avg_title_len: [160.0, 114.5, 118.0, 88.0, 29.0, 80.0, 63.0, 101.0, 102.0, 111.0, 125.0, 122.0, 75.0, 99.66666666666669, 74.0, 80.5, 92.0, 127.0, 131.0, 167.0]..., số giá trị độc nhất: 84 news_avg_summary_len: [2103.0, 1866.0, 2023.0, 2101.0, 1562.0, 1873.0, 2105.0, 1666.0, 1734.0, 1584.0, 1693.0, 2154.0, 1930.0, 2159.0, 1944.0, 1700.0, 1992.5, 2017.0, 1958.0, 1265.0]..., số giá trị độc nhất: 120 news_total_pos_kw: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_neg_kw: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 div_event_count: [2.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [1000.0]..., số giá trị độc nhất: 1 div_total_bonus_ratio: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 it_event_count: [9.0, 1.0, 4.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [1954643.0, -4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 10 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count |
|---|
Accessing file: FPT_pricefluctuation_avgtransamount_processed.csv FPT_pricefluctuation_avgtransamount_processed.csv
| StockID | Metric | Value | Section Title | |
|---|---|---|---|---|
| 0 | FPT | +/- Qua 1 tuần | -2.30% | Biến động giá giao dịch |
| 1 | FPT | +/- Qua 1 tháng | -6.28% | Biến động giá giao dịch |
| 2 | FPT | +/- Qua 1 quý | -9.52% | Biến động giá giao dịch |
| 3 | FPT | +/- Qua 1 năm | +41.63% | Biến động giá giao dịch |
| 4 | FPT | +/- Niêm yết | +1,054.63% | Biến động giá giao dịch |
| StockID | Metric | Value | Section Title | |
|---|---|---|---|---|
| 14 | FPT | KLGD/Ngày (1 tháng) | 4,161,455 | Khối lượng giao dịch bình quân/ngày |
| 15 | FPT | KLGD/Ngày (1 quý) | 3,924,347 | Khối lượng giao dịch bình quân/ngày |
| 16 | FPT | KLGD/Ngày (1 năm) | 4,329,257 | Khối lượng giao dịch bình quân/ngày |
| 17 | FPT | Nhiều nhất 52 tuần (25/06/2024)* | 13,706,800 | Khối lượng giao dịch bình quân/ngày |
| 18 | FPT | Ít nhất 52 tuần (31/10/2024)* | 1,241,700 | Khối lượng giao dịch bình quân/ngày |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 19 entries, 0 to 18 Data columns (total 4 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 StockID 19 non-null object 1 Metric 19 non-null object 2 Value 19 non-null object 3 Section Title 19 non-null object dtypes: object(4) memory usage: 740.0+ bytes None Số giá trị bị rỗng: StockID 0 Metric 0 Value 0 Section Title 0 dtype: int64 Thống kê các giá trị:
| StockID | Metric | Value | Section Title | |
|---|---|---|---|---|
| count | 19 | 19 | 19 | 19 |
| unique | 1 | 13 | 13 | 2 |
| top | FPT | KLGD/Ngày (1 tuần) | 5,332,800 | Biến động giá giao dịch |
| freq | 19 | 2 | 2 | 13 |
StockID 1 Metric 13 Value 13 Section Title 2 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: StockID: ['FPT']..., số giá trị độc nhất: 1 Metric: ['+/- Qua 1 tuần', '+/- Qua 1 tháng', '+/- Qua 1 quý', '+/- Qua 1 năm', '+/- Niêm yết', 'Cao nhất 52 tuần (23/01/2025)*', 'Thấp nhất 52 tuần (19/04/2024)*', 'KLGD/Ngày (1 tuần)', 'KLGD/Ngày (1 tháng)', 'KLGD/Ngày (1 quý)', 'KLGD/Ngày (1 năm)', 'Nhiều nhất 52 tuần (25/06/2024)*', 'Ít nhất 52 tuần (31/10/2024)*']..., số giá trị độc nhất: 13 Value: ['-2.30%', '-6.28%', '-9.52%', '+41.63%', '+1,054.63%', '154,300', '93,467', '5,332,800', '4,161,455', '3,924,347', '4,329,257', '13,706,800', '1,241,700']..., số giá trị độc nhất: 13 Section Title: ['Biến động giá giao dịch', 'Khối lượng giao dịch bình quân/ngày']..., số giá trị độc nhất: 2 Các bản ghi bị trùng:
| StockID | Metric | Value | Section Title |
|---|
Accessing file: TARGET CMG_detail_transactions_processed.csv TARGET CMG_detail_transactions_processed.csv
| StockID | Date | Total Volume | Total Value | Market Cap | Closing Price | Price Change | Price Change % | Matched Volume | Matched Value | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CMG | 12/03/2025 | 1,808,600 | 77,169 | 8,927,459 | 42,250 | -850 | -1.97 | 1,808,600 | 77,169 |
| 1 | CMG | 11/03/2025 | 1,602,500 | 69,081 | 9,107,065 | 43,100 | -850 | -1.93 | 1,602,500 | 69,081 |
| 2 | CMG | 10/03/2025 | 910,000 | 40,111 | 9,286,670 | 43,950 | -400 | -0.90 | 910,000 | 40,111 |
| 3 | CMG | 07/03/2025 | 596,200 | 26,542 | 9,371,191 | 44,350 | -250 | -0.56 | 596,200 | 26,542 |
| 4 | CMG | 06/03/2025 | 1,053,600 | 46,780 | 9,425,746 | 44,600 | 600 | 1.36 | 1,053,600 | 46,780 |
| StockID | Date | Total Volume | Total Value | Market Cap | Closing Price | Price Change | Price Change % | Matched Volume | Matched Value | |
|---|---|---|---|---|---|---|---|---|---|---|
| 245 | CMG | 18/03/2024 | 277,300 | 11,207 | 7,781,605 | 40,950 | -550 | -1.33 | 205,300 | 8,255 |
| 246 | CMG | 15/03/2024 | 319,900 | 13,079 | 7,886,120 | 41,500 | -150 | -0.36 | 219,900 | 8,914 |
| 247 | CMG | 14/03/2024 | 313,300 | 12,863 | 7,914,624 | 41,650 | -300 | -0.72 | 247,300 | 10,157 |
| 248 | CMG | 13/03/2024 | 486,500 | 20,274 | 7,971,632 | 41,950 | 1,350 | 3.33 | 386,500 | 16,214 |
| 249 | CMG | 12/03/2024 | 588,800 | 23,350 | 7,715,096 | 40,600 | 1,400 | 3.57 | 528,800 | 20,998 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 250 entries, 0 to 249 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 StockID 250 non-null object 1 Date 250 non-null object 2 Total Volume 250 non-null object 3 Total Value 250 non-null object 4 Market Cap 250 non-null object 5 Closing Price 250 non-null object 6 Price Change 250 non-null object 7 Price Change % 250 non-null float64 8 Matched Volume 250 non-null object 9 Matched Value 250 non-null object dtypes: float64(1), object(9) memory usage: 19.7+ KB None Số giá trị bị rỗng: StockID 0 Date 0 Total Volume 0 Total Value 0 Market Cap 0 Closing Price 0 Price Change 0 Price Change % 0 Matched Volume 0 Matched Value 0 dtype: int64 Thống kê các giá trị:
| Price Change % | |
|---|---|
| count | 250.00 |
| mean | 0.11 |
| std | 2.65 |
| min | -7.00 |
| 25% | -1.37 |
| 50% | 0.00 |
| 75% | 1.51 |
| max | 6.98 |
StockID 1 Date 250 Total Volume 250 Total Value 250 Market Cap 205 Closing Price 173 Price Change 88 Price Change % 200 Matched Volume 249 Matched Value 250 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: StockID: ['CMG']..., số giá trị độc nhất: 1 Date: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 250 Total Volume: ['1,808,600', '1,602,500', '910,000', '596,200', '1,053,600', '644,900', '1,093,200', '646,400', '793,900', '526,300', '952,600', '939,900', '1,858,984', '880,000', '676,700', '1,060,600', '590,500', '917,400', '811,200', '564,500']..., số giá trị độc nhất: 250 Total Value: ['77,169', '69,081', '40,111', '26,542', '46,780', '28,510', '48,160', '28,776', '35,229', '23,406', '42,599', '41,485', '81,677', '39,332', '30,538', '47,688', '26,336', '41,021', '36,673', '25,547']..., số giá trị độc nhất: 250 Market Cap: ['8,927,459', '9,107,065', '9,286,670', '9,371,191', '9,425,746', '9,298,943', '9,330,644', '9,372,912', '9,383,479', '9,394,046', '9,341,211', '9,446,880', '9,489,148', '9,563,117', '9,415,179', '9,510,282', '9,584,251', '9,436,313', '9,309,510', '9,499,715']..., số giá trị độc nhất: 205 Closing Price: ['42,250', '43,100', '43,950', '44,350', '44,600', '44,000', '44,150', '44,400', '44,450', '44,200', '44,700', '44,900', '45,250', '44,550', '45,000', '45,350', '44,650', '44,050', '44,950', '45,200']..., số giá trị độc nhất: 173 Price Change: ['-850', '-400', '-250', '600', '-150', '-200', '-50', '400', '50', '-550', '-350', '650', '-450', '-100', '700', '-900', '-600', '-2,300', '1,100', '350']..., số giá trị độc nhất: 88 Price Change %: [-1.97, -1.93, -0.9, -0.56, 1.36, -0.34, -0.45, -0.11, 0.9, 0.11, -1.23, -0.77, 1.46, -1.0, -0.55, -0.22, 1.57, -2.0, -1.31, 0.88]..., số giá trị độc nhất: 200 Matched Volume: ['1,808,600', '1,602,500', '910,000', '596,200', '1,053,600', '644,900', '1,093,200', '646,400', '793,900', '526,300', '952,600', '939,900', '1,668,600', '880,000', '676,700', '1,060,600', '590,500', '917,400', '811,200', '564,500']..., số giá trị độc nhất: 249 Matched Value: ['77,169', '69,081', '40,111', '26,542', '46,780', '28,510', '48,160', '28,776', '35,229', '23,406', '42,599', '41,485', '73,757', '39,332', '30,538', '47,688', '26,336', '41,021', '36,673', '25,547']..., số giá trị độc nhất: 250 Các bản ghi bị trùng:
| StockID | Date | Total Volume | Total Value | Market Cap | Closing Price | Price Change | Price Change % | Matched Volume | Matched Value |
|---|
Accessing file: TARGET FPT_detail_transactions_processed.csv TARGET FPT_detail_transactions_processed.csv
| StockID | Date | Total Volume | Total Value | Market Cap | Closing Price | Price Change | Price Change % | Matched Volume | Matched Value | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | FPT | 12/03/2025 | 6,365,000 | 870,067 | 199,918,302 | 135,900 | -1,600 | -1.16 | 6,185,000 | 844,877 |
| 1 | FPT | 11/03/2025 | 6,164,400 | 849,430 | 202,272,013 | 137,500 | -1,800 | -1.29 | 5,784,400 | 797,080 |
| 2 | FPT | 10/03/2025 | 5,681,900 | 796,168 | 204,919,937 | 139,300 | -2,100 | -1.49 | 5,323,000 | 745,248 |
| 3 | FPT | 07/03/2025 | 3,436,000 | 486,821 | 208,009,182 | 141,400 | -200 | -0.14 | 2,954,500 | 418,579 |
| 4 | FPT | 06/03/2025 | 6,511,400 | 921,080 | 208,303,396 | 141,600 | 2,500 | 1.80 | 6,417,100 | 907,741 |
| StockID | Date | Total Volume | Total Value | Market Cap | Closing Price | Price Change | Price Change % | Matched Volume | Matched Value | |
|---|---|---|---|---|---|---|---|---|---|---|
| 235 | FPT | 01/04/2024 | 3,243,600 | 387,065 | 148,332,365 | 116,800 | 300 | 0.26 | 1,974,600 | 229,434 |
| 236 | FPT | 29/03/2024 | 2,594,300 | 310,422 | 147,951,374 | 116,500 | -600 | -0.51 | 1,343,500 | 156,545 |
| 237 | FPT | 28/03/2024 | 2,854,400 | 333,719 | 148,713,355 | 117,100 | 1,900 | 1.65 | 2,803,200 | 327,411 |
| 238 | FPT | 27/03/2024 | 1,467,800 | 168,909 | 146,300,414 | 115,200 | 200 | 0.17 | 1,320,200 | 151,372 |
| 239 | FPT | 26/03/2024 | 3,110,290 | 365,684 | 146,046,421 | 115,000 | 1,000 | 0.88 | 1,693,300 | 193,338 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 240 entries, 0 to 239 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 StockID 240 non-null object 1 Date 240 non-null object 2 Total Volume 240 non-null object 3 Total Value 240 non-null object 4 Market Cap 240 non-null object 5 Closing Price 240 non-null object 6 Price Change 240 non-null object 7 Price Change % 240 non-null float64 8 Matched Volume 240 non-null object 9 Matched Value 240 non-null object dtypes: float64(1), object(9) memory usage: 18.9+ KB None Số giá trị bị rỗng: StockID 0 Date 0 Total Volume 0 Total Value 0 Market Cap 0 Closing Price 0 Price Change 0 Price Change % 0 Matched Volume 0 Matched Value 0 dtype: int64 Thống kê các giá trị:
| Price Change % | |
|---|---|
| count | 240.00 |
| mean | 0.15 |
| std | 1.54 |
| min | -5.15 |
| 25% | -0.80 |
| 50% | 0.14 |
| 75% | 0.95 |
| max | 6.95 |
StockID 1 Date 240 Total Volume 240 Total Value 240 Market Cap 191 Closing Price 156 Price Change 76 Price Change % 179 Matched Volume 240 Matched Value 240 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: StockID: ['FPT']..., số giá trị độc nhất: 1 Date: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 240 Total Volume: ['6,365,000', '6,164,400', '5,681,900', '3,436,000', '6,511,400', '2,851,100', '4,024,595', '2,933,900', '6,943,200', '3,921,700', '3,739,800', '7,334,400', '7,517,901', '5,332,600', '3,385,400', '3,469,801', '1,664,400', '2,816,300', '3,251,709', '3,248,100']..., số giá trị độc nhất: 240 Total Value: ['870,067', '849,430', '796,168', '486,821', '921,080', '398,057', '561,630', '412,898', '970,677', '553,708', '524,682', '1,018,328', '1,055,207', '756,982', '485,313', '498,207', '239,297', '401,807', '470,242', '465,945']..., số giá trị độc nhất: 240 Market Cap: ['199,918,302', '202,272,013', '204,919,937', '208,009,182', '208,303,396', '204,625,723', '205,949,686', '206,685,220', '206,391,006', '207,862,076', '208,597,610', '204,478,616', '208,891,824', '210,362,893', '211,833,962', '211,686,855', '211,245,535', '213,157,925', '210,510,000', '213,305,032']..., số giá trị độc nhất: 191 Closing Price: ['135,900', '137,500', '139,300', '141,400', '141,600', '139,100', '140,000', '140,500', '140,300', '141,300', '141,800', '139,000', '142,000', '143,000', '144,000', '143,900', '143,600', '144,900', '143,100', '145,000']..., số giá trị độc nhất: 156 Price Change: ['-1,600', '-1,800', '-2,100', '-200', '2,500', '-900', '-500', '200', '-1,000', '2,800', '-1,500', '100', '300', '-1,300', '1,800', '-1,900', '-400', '3,400', '-4,100', '700']..., số giá trị độc nhất: 76 Price Change %: [-1.16, -1.29, -1.49, -0.14, 1.8, -0.64, -0.36, 0.14, -0.71, -0.35, 2.01, -1.07, -1.06, -0.7, -0.69, 0.07, 0.21, -0.9, 1.26, -1.31]..., số giá trị độc nhất: 179 Matched Volume: ['6,185,000', '5,784,400', '5,323,000', '2,954,500', '6,417,100', '2,851,100', '3,471,300', '2,533,900', '4,694,400', '3,421,700', '3,323,400', '6,810,400', '7,497,900', '5,312,600', '3,385,400', '3,029,800', '1,664,400', '2,466,300', '3,251,700', '2,850,800']..., số giá trị độc nhất: 240 Matched Value: ['844,877', '797,080', '745,248', '418,579', '907,741', '398,057', '485,622', '356,622', '655,863', '483,088', '466,222', '945,360', '1,052,387', '754,130', '485,313', '435,016', '239,297', '354,627', '470,241', '409,131']..., số giá trị độc nhất: 240 Các bản ghi bị trùng:
| StockID | Date | Total Volume | Total Value | Market Cap | Closing Price | Price Change | Price Change % | Matched Volume | Matched Value |
|---|
Accessing file: VN Index.csv VN Index.csv
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 0 | 12/03/2025 | 1,334.41 | 1,332.54 | 1,342.91 | 1,331.75 | 942.05M | 0.14% |
| 1 | 11/03/2025 | 1,332.54 | 1,330.28 | 1,332.54 | 1,315.92 | 933.34M | 0.17% |
| 2 | 10/03/2025 | 1,330.28 | 1,326.05 | 1,335.87 | 1,326.05 | 1.02B | 0.32% |
| 3 | 07/03/2025 | 1,326.05 | 1,318.22 | 1,327.07 | 1,318.22 | 957.52M | 0.59% |
| 4 | 06/03/2025 | 1,318.22 | 1,304.71 | 1,318.22 | 1,304.71 | 1.06B | 1.04% |
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 245 | 18/03/2024 | 1,243.56 | 1,263.78 | 1,269.90 | 1,221.67 | 1.71M | -1.60% |
| 246 | 15/03/2024 | 1,263.78 | 1,264.26 | 1,271.63 | 1,252.36 | 1.07M | -0.04% |
| 247 | 14/03/2024 | 1,264.26 | 1,270.51 | 1,276.41 | 1,258.67 | 1.06M | -0.49% |
| 248 | 13/03/2024 | 1,270.51 | 1,245.00 | 1,270.51 | 1,245.00 | 982.23K | 2.05% |
| 249 | 12/03/2024 | 1,245.00 | 1,235.49 | 1,248.33 | 1,233.14 | 836.22K | 0.77% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 250 entries, 0 to 249 Data columns (total 7 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Ngày 250 non-null object 1 Lần cuối 250 non-null object 2 Mở 250 non-null object 3 Cao 250 non-null object 4 Thấp 250 non-null object 5 KL 250 non-null object 6 % Thay đổi 250 non-null object dtypes: object(7) memory usage: 13.8+ KB None Số giá trị bị rỗng: Ngày 0 Lần cuối 0 Mở 0 Cao 0 Thấp 0 KL 0 % Thay đổi 0 dtype: int64 Thống kê các giá trị:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| count | 250 | 250 | 250 | 250 | 250 | 250 | 250 |
| unique | 250 | 245 | 245 | 245 | 247 | 243 | 160 |
| top | 12/03/2025 | 1,261.72 | 1,261.72 | 1,276.99 | 1,304.71 | 1.07M | -0.12% |
| freq | 1 | 2 | 2 | 2 | 2 | 3 | 6 |
Ngày 250 Lần cuối 245 Mở 245 Cao 245 Thấp 247 KL 243 % Thay đổi 160 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Ngày: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 250 Lần cuối: ['1,334.41', '1,332.54', '1,330.28', '1,326.05', '1,318.22', '1,304.71', '1,311.91', '1,309.37', '1,305.36', '1,307.80', '1,302.96', '1,303.16', '1,304.56', '1,296.75', '1,292.98', '1,288.56', '1,278.14', '1,272.72', '1,276.08', '1,270.35']..., số giá trị độc nhất: 245 Mở: ['1,332.54', '1,330.28', '1,326.05', '1,318.22', '1,304.71', '1,311.91', '1,309.37', '1,305.36', '1,307.80', '1,307.31', '1,303.16', '1,306.86', '1,296.75', '1,292.98', '1,288.56', '1,278.14', '1,272.72', '1,276.08', '1,270.35', '1,266.91']..., số giá trị độc nhất: 245 Cao: ['1,342.91', '1,332.54', '1,335.87', '1,327.07', '1,318.22', '1,319.52', '1,313.21', '1,309.77', '1,308.77', '1,307.87', '1,306.49', '1,309.97', '1,304.56', '1,296.75', '1,295.82', '1,288.56', '1,283.34', '1,278.49', '1,280.60', '1,270.67']..., số giá trị độc nhất: 245 Thấp: ['1,331.75', '1,315.92', '1,326.05', '1,318.22', '1,304.71', '1,298.28', '1,304.30', '1,300.66', '1,296.43', '1,301.20', '1,298.54', '1,294.69', '1,290.98', '1,288.56', '1,278.14', '1,272.19', '1,272.72', '1,270.35', '1,263.85', '1,266.59']..., số giá trị độc nhất: 247 KL: ['942.05M', '933.34M', '1.02B', '957.52M', '1.06B', '979.93M', '976.08M', '814.81M', '892.98M', '758.27M', '885.78M', '892.36M', '740.53M', '770.75M', '814.56M', '706.79M', '852.79M', '650.49M', '512.02M', '506.16M']..., số giá trị độc nhất: 243 % Thay đổi: ['0.14%', '0.17%', '0.32%', '0.59%', '1.04%', '-0.55%', '0.19%', '0.31%', '-0.19%', '0.37%', '-0.02%', '-0.11%', '0.60%', '0.29%', '0.34%', '0.82%', '0.43%', '-0.26%', '0.45%', '0.27%']..., số giá trị độc nhất: 160 Các bản ghi bị trùng:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi |
|---|
Accessing file: all_stock_orders_statistics_processed.csv all_stock_orders_statistics_processed.csv
| No | Date | StockID | Close Price | Matched Volume | Matched Value | Best Buy Price | Best Buy Volume | Best Sell Price | Best Sell Volume | Buy Orders | Sell Orders | Net Orders | Buy Volume | Sell Volume | Net Volume | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 12/03/2025 | AAA | 8.77 | 1,717,100 | 15,142 | 8.90 | 58,600 | 8.79 | 2,600 | 1,261 | 1,194 | 67 | 3,198,300 | 5,108,200 | -1,909,900 | HOSE |
| 1 | 2 | 12/03/2025 | AAM | 7.20 | 9,100 | 64 | 7.10 | 100 | 7.10 | 600 | 36 | 50 | -14 | 14,300 | 23,900 | -9,600 | HOSE |
| 2 | 3 | 12/03/2025 | AAT | 3.21 | 46,000 | 147 | 3.24 | 1,200 | 3.21 | 2,700 | 95 | 65 | 30 | 83,400 | 116,300 | -32,900 | HOSE |
| 3 | 4 | 12/03/2025 | ABR | 13.60 | 0 | 0 | 13.30 | 500 | 14.30 | 700 | 9 | 6 | 3 | 5,200 | 1,000 | 4,200 | HOSE |
| 4 | 5 | 12/03/2025 | ABS | 4.41 | 179,500 | 793 | 4.45 | 9,000 | 4.41 | 7,200 | 279 | 155 | 124 | 518,700 | 657,500 | -138,800 | HOSE |
| No | Date | StockID | Close Price | Matched Volume | Matched Value | Best Buy Price | Best Buy Volume | Best Sell Price | Best Sell Volume | Buy Orders | Sell Orders | Net Orders | Buy Volume | Sell Volume | Net Volume | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1665 | 882 | 12/03/2025 | XMD | 5.00 | 0 | 0 | 5.00 | 1,000 | 5.40 | 100 | 4 | 6 | -2 | 1,500 | 600 | 900 | UPCoM |
| 1666 | 883 | 12/03/2025 | XMP | 15.50 | 200 | 3 | 15.00 | 400 | 15.50 | 300 | 7 | 4 | 3 | 2,800 | 1,700 | 1,100 | UPCoM |
| 1667 | 884 | 12/03/2025 | XPH | 7.40 | 28,700 | 216 | 7.30 | 1,000 | 7.40 | 1,000 | 29 | 36 | -7 | 37,200 | 90,100 | -52,900 | UPCoM |
| 1668 | 885 | 12/03/2025 | YBC | 17.00 | 7,776 | 140 | 17.00 | 100 | 19.20 | 3,400 | 74 | 58 | 16 | 11,300 | 11,100 | 200 | UPCoM |
| 1669 | 886 | 12/03/2025 | YTC | 34.50 | 104 | 4 | 34.50 | 100 | 35.00 | 200 | 5 | 7 | -2 | 1,400 | 1,000 | 400 | UPCoM |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1670 entries, 0 to 1669 Data columns (total 17 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 No 1670 non-null int64 1 Date 1670 non-null object 2 StockID 1670 non-null object 3 Close Price 1670 non-null float64 4 Matched Volume 1670 non-null object 5 Matched Value 1670 non-null object 6 Best Buy Price 1670 non-null float64 7 Best Buy Volume 1670 non-null object 8 Best Sell Price 1670 non-null float64 9 Best Sell Volume 1670 non-null object 10 Buy Orders 1670 non-null object 11 Sell Orders 1670 non-null object 12 Net Orders 1670 non-null object 13 Buy Volume 1670 non-null object 14 Sell Volume 1670 non-null object 15 Net Volume 1670 non-null object 16 Exchange 1670 non-null object dtypes: float64(3), int64(1), object(13) memory usage: 221.9+ KB None Số giá trị bị rỗng: No 0 Date 0 StockID 0 Close Price 0 Matched Volume 0 Matched Value 0 Best Buy Price 0 Best Buy Volume 0 Best Sell Price 0 Best Sell Volume 0 Buy Orders 0 Sell Orders 0 Net Orders 0 Buy Volume 0 Sell Volume 0 Net Volume 0 Exchange 0 dtype: int64 Thống kê các giá trị:
| No | Close Price | Best Buy Price | Best Sell Price | |
|---|---|---|---|---|
| count | 1,670.00 | 1,670.00 | 1,670.00 | 1,670.00 |
| mean | 316.09 | 22.37 | 15.17 | 15.17 |
| std | 243.59 | 31.32 | 26.76 | 26.58 |
| min | 1.00 | 0.20 | 0.00 | 0.00 |
| 25% | 120.00 | 7.20 | 0.00 | 0.00 |
| 50% | 259.00 | 13.60 | 6.78 | 6.70 |
| 75% | 468.75 | 26.29 | 19.60 | 19.81 |
| max | 886.00 | 400.00 | 358.30 | 373.00 |
No 886 Date 1 StockID 1610 Close Price 660 Matched Volume 777 Matched Value 665 Best Buy Price 569 Best Buy Volume 268 Best Sell Price 559 Best Sell Volume 248 Buy Orders 432 Sell Orders 415 Net Orders 338 Buy Volume 789 Sell Volume 820 Net Volume 781 Exchange 5 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: No: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]..., số giá trị độc nhất: 886 Date: ['12/03/2025']..., số giá trị độc nhất: 1 StockID: ['AAA', 'AAM', 'AAT', 'ABR', 'ABS', 'ABT', 'ACB', 'ACC', 'ACG', 'ACL', 'ADG', 'ADP', 'ADS', 'AGG', 'AGM', 'AGR', 'ANV', 'APG', 'APH', 'ASG']..., số giá trị độc nhất: 1610 Close Price: [8.77, 7.2, 3.21, 13.6, 4.41, 49.3, 26.3, 14.5, 39.65, 11.0, 10.5, 28.8, 9.27, 17.9, 2.94, 18.65, 17.25, 10.1, 7.18, 17.75]..., số giá trị độc nhất: 660 Matched Volume: ['1,717,100', '9,100', '46,000', '0', '179,500', '7,300', '7,796,200', '333,600', '54,100', '55,900', '6,700', '9,300', '67,600', '1,279,900', '199,600', '1,390,300', '1,216,100', '555,000', '270,200', '3,300']..., số giá trị độc nhất: 777 Matched Value: ['15,142', '64', '147', '0', '793', '361', '206,250', '4,819', '2,131', '616', '68', '268', '623', '23,025', '580', '25,795', '21,110', '5,576', '1,947', '57']..., số giá trị độc nhất: 665 Best Buy Price: [8.9, 7.1, 3.24, 13.3, 4.45, 49.8, 26.65, 14.55, 42.2, 11.15, 10.5, 28.9, 9.32, 18.45, 2.99, 18.7, 17.5, 10.35, 7.25, 17.75]..., số giá trị độc nhất: 569 Best Buy Volume: ['58,600', '100', '1,200', '500', '9,000', '700', '92,000', '9,800', '200', '300', '900', '1,400', '15,200', '9,300', '38,200', '19,300', '4,800', '23,800', '10,000', '80,500']..., số giá trị độc nhất: 268 Best Sell Price: [8.79, 7.1, 3.21, 14.3, 4.41, 49.25, 26.35, 14.35, 39.65, 11.0, 10.45, 28.8, 9.28, 17.9, 2.89, 18.65, 17.3, 10.15, 7.2, 17.7]..., số giá trị độc nhất: 559 Best Sell Volume: ['2,600', '600', '2,700', '700', '7,200', '100', '5,000', '8,400', '11,400', '3,900', '6,200', '1,000', '12,000', '12,400', '25,800', '8,300', '28,400', '17,600', '2,300', '13,400']..., số giá trị độc nhất: 248 Buy Orders: ['1,261', '36', '95', '9', '279', '84', '4,245', '112', '107', '160', '66', '45', '206', '772', '234', '1,066', '943', '482', '271', '50']..., số giá trị độc nhất: 432 Sell Orders: ['1,194', '50', '65', '6', '155', '97', '4,134', '135', '75', '69', '34', '26', '172', '1,196', '167', '1,242', '1,182', '437', '380', '14']..., số giá trị độc nhất: 415 Net Orders: ['67', '-14', '30', '3', '124', '-13', '111', '-23', '32', '91', '19', '34', '-424', '-176', '-239', '45', '-109', '36', '129', '-53']..., số giá trị độc nhất: 338 Buy Volume: ['3,198,300', '14,300', '83,400', '5,200', '518,700', '16,300', '14,926,700', '410,100', '78,600', '97,900', '36,800', '14,000', '266,300', '2,112,900', '309,900', '2,452,300', '2,527,000', '1,150,300', '562,600', '25,300']..., số giá trị độc nhất: 789 Sell Volume: ['5,108,200', '23,900', '116,300', '1,000', '657,500', '35,300', '15,448,500', '732,000', '210,300', '303,700', '37,100', '25,500', '256,000', '2,992,900', '668,800', '2,945,100', '3,674,000', '1,615,400', '1,237,700', '9,300']..., số giá trị độc nhất: 820 Net Volume: ['-1,909,900', '-9,600', '-32,900', '4,200', '-138,800', '-19,000', '-521,800', '-321,900', '-131,700', '-205,800', '-300', '-11,500', '10,300', '-880,000', '-358,900', '-492,800', '-1,147,000', '-465,100', '-675,100', '16,000']..., số giá trị độc nhất: 781 Exchange: ['HOSE', 'HNX', 'VN30', 'HNX30', 'UPCoM']..., số giá trị độc nhất: 5 Các bản ghi bị trùng:
| No | Date | StockID | Close Price | Matched Volume | Matched Value | Best Buy Price | Best Buy Volume | Best Sell Price | Best Sell Volume | Buy Orders | Sell Orders | Net Orders | Buy Volume | Sell Volume | Net Volume | Exchange |
|---|
Accessing file: all_stock_prices_statistics_processed.csv all_stock_prices_statistics_processed.csv
| No | Date | StockID | Reference Price | Open Price | Close Price | Highest Price | Lowest Price | Average Price | Change + | Change % | Trading Volume | Trading Value | Negotiated Volume | Negotiated Value | Total Trading Volume | Total Trading Value | Market Cap | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 12/03/2025 | AAA | 8.88 | 8.89 | 8.77 | 8.91 | 8.75 | 8.82 | -110 | -1.24 | 1,717,100 | 15,142 | 246,000 | 2,214 | 1,963,100 | 17,356 | 3,352,547 | HOSE |
| 1 | 2 | 12/03/2025 | AAM | 7.00 | 7.10 | 7.20 | 7.20 | 7.10 | 7.03 | 200 | 2.86 | 9,100 | 64 | 0 | 0 | 9,100 | 64 | 75,249 | HOSE |
| 2 | 3 | 12/03/2025 | AAT | 3.23 | 3.20 | 3.21 | 3.24 | 3.20 | 3.20 | -20 | -0.62 | 46,000 | 147 | 0 | 0 | 46,000 | 147 | 227,329 | HOSE |
| 3 | 4 | 12/03/2025 | ABR | 13.60 | 13.60 | 13.60 | 13.60 | 13.60 | - | - | - | 0 | 0 | 0 | 0 | 0 | 0 | 272,000 | HOSE |
| 4 | 5 | 12/03/2025 | ABS | 4.43 | 4.43 | 4.41 | 4.45 | 4.40 | 4.42 | -20 | -0.45 | 179,500 | 793 | 0 | 0 | 179,500 | 793 | 352,800 | HOSE |
| No | Date | StockID | Reference Price | Open Price | Close Price | Highest Price | Lowest Price | Average Price | Change + | Change % | Trading Volume | Trading Value | Negotiated Volume | Negotiated Value | Total Trading Volume | Total Trading Value | Market Cap | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1406 | 882 | 12/03/2025 | XMD | 5.00 | 5.00 | 5.00 | 5.00 | 5.00 | 5.00 | - | - | 0 | 0 | 0 | 0 | 0 | 0 | 20,000 | UPCoM |
| 1407 | 883 | 12/03/2025 | XMP | 15.40 | 15.30 | 15.50 | 15.50 | 15.30 | 15.40 | 100 | 0.65 | 200 | 3 | 0 | 0 | 200 | 3 | 232,500 | UPCoM |
| 1408 | 884 | 12/03/2025 | XPH | 7.90 | 7.90 | 7.40 | 7.90 | 7.40 | 7.53 | -500 | -6.33 | 28,700 | 216 | 0 | 0 | 28,700 | 216 | 95,996 | UPCoM |
| 1409 | 885 | 12/03/2025 | YBC | 16.70 | 17.00 | 17.00 | 19.20 | 17.00 | 18.06 | 300 | 1.80 | 7,776 | 140 | 0 | 0 | 7,776 | 140 | 200,161 | UPCoM |
| 1410 | 886 | 12/03/2025 | YTC | 35.50 | 34.50 | 34.50 | 34.50 | 34.50 | 34.50 | -1,000 | -2.82 | 104 | 4 | 0 | 0 | 104 | 4 | 329,406 | UPCoM |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1411 entries, 0 to 1410 Data columns (total 19 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 No 1411 non-null int64 1 Date 1411 non-null object 2 StockID 1411 non-null object 3 Reference Price 1411 non-null float64 4 Open Price 1411 non-null float64 5 Close Price 1411 non-null float64 6 Highest Price 1411 non-null float64 7 Lowest Price 1411 non-null float64 8 Average Price 1411 non-null object 9 Change + 1411 non-null object 10 Change % 1411 non-null object 11 Trading Volume 1411 non-null object 12 Trading Value 1411 non-null object 13 Negotiated Volume 1411 non-null object 14 Negotiated Value 1411 non-null object 15 Total Trading Volume 1411 non-null object 16 Total Trading Value 1411 non-null object 17 Market Cap 1411 non-null object 18 Exchange 1411 non-null object dtypes: float64(5), int64(1), object(13) memory usage: 209.6+ KB None Số giá trị bị rỗng: No 0 Date 0 StockID 0 Reference Price 0 Open Price 0 Close Price 0 Highest Price 0 Lowest Price 0 Average Price 0 Change + 0 Change % 0 Trading Volume 0 Trading Value 0 Negotiated Volume 0 Negotiated Value 0 Total Trading Volume 0 Total Trading Value 0 Market Cap 0 Exchange 0 dtype: int64 Thống kê các giá trị:
| No | Reference Price | Open Price | Close Price | Highest Price | Lowest Price | |
|---|---|---|---|---|---|---|
| count | 1,411.00 | 1,411.00 | 1,411.00 | 1,411.00 | 1,411.00 | 1,411.00 |
| mean | 344.83 | 22.71 | 22.79 | 22.75 | 22.97 | 22.57 |
| std | 252.79 | 32.05 | 32.60 | 32.58 | 32.80 | 32.43 |
| min | 1.00 | 0.20 | 0.20 | 0.20 | 0.20 | 0.20 |
| 25% | 132.00 | 6.90 | 6.97 | 6.90 | 7.00 | 6.90 |
| 50% | 304.00 | 13.90 | 13.90 | 13.90 | 14.00 | 13.80 |
| 75% | 533.50 | 26.88 | 26.85 | 26.90 | 27.00 | 26.52 |
| max | 886.00 | 378.00 | 400.00 | 400.00 | 400.00 | 400.00 |
No 886 Date 1 StockID 1340 Reference Price 633 Open Price 610 Close Price 617 Highest Price 610 Lowest Price 623 Average Price 847 Change + 109 Change % 450 Trading Volume 654 Trading Value 578 Negotiated Volume 66 Negotiated Value 66 Total Trading Volume 660 Total Trading Value 583 Market Cap 1311 Exchange 5 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: No: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]..., số giá trị độc nhất: 886 Date: ['12/03/2025']..., số giá trị độc nhất: 1 StockID: ['AAA', 'AAM', 'AAT', 'ABR', 'ABS', 'ABT', 'ACB', 'ACC', 'ACG', 'ACL', 'ADG', 'ADP', 'ADS', 'AGG', 'AGM', 'AGR', 'ANV', 'APG', 'APH', 'ASG']..., số giá trị độc nhất: 1340 Reference Price: [8.88, 7.0, 3.23, 13.6, 4.43, 49.25, 26.45, 14.5, 39.45, 11.1, 10.45, 28.8, 9.2, 17.9, 2.95, 18.6, 17.45, 10.15, 7.25, 17.75]..., số giá trị độc nhất: 633 Open Price: [8.89, 7.1, 3.2, 13.6, 4.43, 49.9, 26.5, 14.5, 39.6, 11.05, 10.55, 28.9, 9.2, 18.4, 2.95, 18.65, 17.5, 10.35, 7.29, 17.15]..., số giá trị độc nhất: 610 Close Price: [8.77, 7.2, 3.21, 13.6, 4.41, 49.3, 26.3, 14.5, 39.65, 11.0, 10.5, 28.8, 9.27, 17.9, 2.94, 18.65, 17.25, 10.1, 7.18, 17.75]..., số giá trị độc nhất: 617 Highest Price: [8.91, 7.2, 3.24, 13.6, 4.45, 49.9, 26.7, 14.5, 39.65, 11.15, 10.55, 28.95, 9.4, 18.4, 2.97, 18.7, 17.5, 10.4, 7.29, 17.75]..., số giá trị độc nhất: 610 Lowest Price: [8.75, 7.1, 3.2, 13.6, 4.4, 49.2, 26.2, 14.35, 39.1, 11.0, 9.99, 28.8, 9.16, 17.7, 2.89, 18.4, 17.25, 9.9, 7.13, 17.05]..., số giá trị độc nhất: 623 Average Price: ['8.82', '7.03', '3.20', '-', '4.42', '49.45', '26.46', '14.45', '39.39', '11.02', '10.15', '28.82', '9.22', '17.99', '2.91', '18.55', '17.36', '10.05', '7.21', '17.27']..., số giá trị độc nhất: 847 Change +: ['-110', '200', '-20', '-', '50', '-150', '-100', '70', '-10', '-200', '-50', '-70', '30', '400', '-600', '150', '-500', '-450', '300', '-1,700']..., số giá trị độc nhất: 109 Change %: ['-1.24', '2.86', '-0.62', '-', '-0.45', '0.10', '-0.57', '0.51', '-0.90', '0.48', '0.76', '-0.34', '0.27', '-1.15', '-0.49', '-0.97', '0.60', '0.70', '-0.15', '-0.17']..., số giá trị độc nhất: 450 Trading Volume: ['1,717,100', '9,100', '46,000', '0', '179,500', '7,300', '7,796,200', '333,600', '54,100', '55,900', '6,700', '9,300', '67,600', '1,279,900', '199,600', '1,390,300', '1,216,100', '555,000', '270,200', '3,300']..., số giá trị độc nhất: 654 Trading Value: ['15,142', '64', '147', '0', '793', '361', '206,250', '4,819', '2,131', '616', '68', '268', '623', '23,025', '580', '25,795', '21,110', '5,576', '1,947', '57']..., số giá trị độc nhất: 578 Negotiated Volume: ['246,000', '0', '1,018,101', '71,492', '40,000', '39', '300,000', '400,000', '47,100', '114,000', '60,000', '40,700', '125,000', '20,683,000', '480,728', '180,000', '213,000', '1,100', '730,000', '260,000']..., số giá trị độc nhất: 66 Negotiated Value: ['2,214', '0', '27,725', '786', '666', '23,715', '5,600', '4,217', '4,767', '2,316', '4,750', '250', '437,187', '1,500', '5,072', '25,190', '2,748', '66', '37,040', '8,330']..., số giá trị độc nhất: 66 Total Trading Volume: ['1,963,100', '9,100', '46,000', '0', '179,500', '7,300', '8,814,301', '333,600', '54,100', '55,900', '78,192', '9,300', '67,600', '1,319,900', '199,600', '1,390,300', '1,216,100', '555,000', '270,200', '3,300']..., số giá trị độc nhất: 660 Total Trading Value: ['17,356', '64', '147', '0', '793', '361', '233,975', '4,819', '2,131', '616', '854', '268', '623', '23,691', '580', '25,795', '21,110', '5,576', '1,947', '57']..., số giá trị độc nhất: 583 Market Cap: ['3,352,547', '75,249', '227,329', '272,000', '352,800', '580,619', '117,473,103', '1,522,500', '5,978,742', '551,749', '224,495', '663,548', '708,179', '2,909,253', '53,508', '4,017,047', '4,592,912', '2,258,582', '1,751,089', '1,611,428']..., số giá trị độc nhất: 1311 Exchange: ['HOSE', 'HNX', 'VN30', 'HNX30', 'UPCoM']..., số giá trị độc nhất: 5 Các bản ghi bị trùng:
| No | Date | StockID | Reference Price | Open Price | Close Price | Highest Price | Lowest Price | Average Price | Change + | Change % | Trading Volume | Trading Value | Negotiated Volume | Negotiated Value | Total Trading Volume | Total Trading Value | Market Cap | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 424 | 301 | 12/03/2025 | VNT | 34.50 | 34.50 | 34.50 | 34.50 | 34.50 | 34.50 | - | - | 0 | 0 | 0 | 0 | 0 | 0 | 574,221 | HNX |
| 425 | 302 | 12/03/2025 | VSA | 24.90 | 25.90 | 24.00 | 25.90 | 24.00 | 24.22 | -900 | -3.61 | 2,284 | 55 | 0 | 0 | 2,284 | 55 | 338,316 | HNX |
| 426 | 303 | 12/03/2025 | VSM | 21.00 | 21.00 | 21.00 | 21.50 | 20.70 | 20.98 | - | - | 28,400 | 596 | 0 | 0 | 28,400 | 596 | 70,455 | HNX |
| 427 | 304 | 12/03/2025 | VTC | 9.50 | 9.50 | 9.70 | 9.90 | 9.50 | 9.63 | 200 | 2.11 | 10,519 | 101 | 0 | 0 | 10,519 | 101 | 43,933 | HNX |
| 428 | 305 | 12/03/2025 | VTH | 8.10 | 7.70 | 8.20 | 8.20 | 7.70 | 7.95 | 100 | 1.23 | 200 | 2 | 0 | 0 | 200 | 2 | 64,780 | HNX |
| 429 | 306 | 12/03/2025 | VTJ | 4.30 | 4.50 | 4.60 | 4.60 | 4.50 | 4.55 | 300 | 6.98 | 201 | 1 | 0 | 0 | 201 | 1 | 52,440 | HNX |
| 430 | 307 | 12/03/2025 | VTV | 13.00 | 12.60 | 12.60 | 12.80 | 12.20 | 12.31 | -400 | -3.08 | 114,441 | 1,410 | 0 | 0 | 114,441 | 1,410 | 393,118 | HNX |
| 431 | 308 | 12/03/2025 | VTZ | 17.40 | 17.40 | 17.50 | 17.60 | 17.30 | 17.42 | 100 | 0.57 | 1,625,279 | 28,314 | 0 | 0 | 1,625,279 | 28,314 | 1,332,797 | HNX |
| 432 | 309 | 12/03/2025 | WCS | 378.00 | 400.00 | 400.00 | 400.00 | 400.00 | 400.00 | 22,000 | 5.82 | 306 | 122 | 0 | 0 | 306 | 122 | 1,000,000 | HNX |
| 433 | 310 | 12/03/2025 | WSS | 5.10 | 5.10 | 5.20 | 5.20 | 5.00 | 5.04 | 100 | 1.96 | 5,208 | 26 | 0 | 0 | 5,208 | 26 | 261,560 | HNX |
| 434 | 311 | 12/03/2025 | X20 | 16.10 | 16.10 | 16.00 | 16.10 | 15.80 | 15.98 | -100 | -0.62 | 20,384 | 326 | 0 | 0 | 20,384 | 326 | 276,000 | HNX |
| 465 | 1 | 12/03/2025 | ACB | 26.45 | 26.50 | 26.30 | 26.70 | 26.20 | 26.46 | -150 | -0.57 | 7,796,200 | 206,250 | 1,018,101 | 27,725 | 8,814,301 | 233,975 | 117,473,103 | VN30 |
| 466 | 2 | 12/03/2025 | BCM | 80.20 | 80.20 | 80.60 | 82.10 | 79.90 | 80.81 | 400 | 0.50 | 827,800 | 66,896 | 300,000 | 23,715 | 1,127,800 | 90,611 | 83,421,000 | VN30 |
| 467 | 3 | 12/03/2025 | BID | 41.40 | 41.35 | 40.90 | 41.40 | 40.85 | 40.99 | -500 | -1.21 | 3,968,100 | 162,662 | 0 | 0 | 3,968,100 | 162,662 | 287,173,702 | VN30 |
| 468 | 4 | 12/03/2025 | BVH | 54.90 | 55.20 | 55.00 | 55.40 | 54.60 | 55.03 | 100 | 0.18 | 438,400 | 24,124 | 0 | 0 | 438,400 | 24,124 | 40,827,752 | VN30 |
| 469 | 5 | 12/03/2025 | CTG | 42.60 | 42.80 | 42.65 | 43.30 | 42.30 | 42.84 | 50 | 0.12 | 9,350,500 | 400,548 | 114,000 | 4,767 | 9,464,500 | 405,315 | 229,030,148 | VN30 |
| 470 | 6 | 12/03/2025 | FPT | 137.50 | 137.70 | 135.90 | 138.70 | 135.90 | 136.60 | -1,600 | -1.16 | 6,185,000 | 844,877 | 180,000 | 25,190 | 6,365,000 | 870,067 | 199,918,302 | VN30 |
| 471 | 7 | 12/03/2025 | GAS | 67.40 | 67.80 | 67.90 | 68.30 | 67.40 | 67.96 | 500 | 0.74 | 761,300 | 51,738 | 0 | 0 | 761,300 | 51,738 | 159,067,491 | VN30 |
| 472 | 8 | 12/03/2025 | GVR | 33.40 | 33.30 | 32.80 | 33.40 | 32.80 | 32.98 | -600 | -1.80 | 2,208,000 | 72,821 | 0 | 0 | 2,208,000 | 72,821 | 131,200,000 | VN30 |
| 473 | 9 | 12/03/2025 | HDB | 23.80 | 23.90 | 23.65 | 23.95 | 23.55 | 23.71 | -150 | -0.63 | 8,340,600 | 197,715 | 1,183,600 | 28,049 | 9,524,200 | 225,764 | 82,658,186 | VN30 |
| 474 | 10 | 12/03/2025 | HPG | 28.15 | 28.20 | 27.80 | 28.20 | 27.80 | 27.95 | -350 | -1.24 | 20,641,600 | 576,989 | 179,004 | 5,102 | 20,820,604 | 582,091 | 177,815,756 | VN30 |
| 475 | 11 | 12/03/2025 | LPB | 34.65 | 34.65 | 35.30 | 35.35 | 34.25 | 34.74 | 650 | 1.88 | 2,715,700 | 94,338 | 65,000 | 2,100 | 2,780,700 | 96,438 | 105,451,058 | VN30 |
| 476 | 12 | 12/03/2025 | MBB | 24.80 | 24.90 | 24.60 | 25.00 | 24.60 | 24.75 | -200 | -0.81 | 30,957,600 | 766,288 | 2,600,014 | 67,054 | 33,557,614 | 833,342 | 150,115,907 | VN30 |
| 477 | 13 | 12/03/2025 | MSN | 68.90 | 68.90 | 68.70 | 69.70 | 68.70 | 69.20 | -200 | -0.29 | 4,987,800 | 345,171 | 1,548,000 | 106,657 | 6,535,800 | 451,828 | 98,814,756 | VN30 |
| 478 | 14 | 12/03/2025 | MWG | 63.00 | 63.00 | 62.70 | 63.00 | 61.90 | 62.32 | -300 | -0.48 | 8,817,600 | 549,495 | 1,457,000 | 90,613 | 10,274,600 | 640,108 | 91,635,060 | VN30 |
| 479 | 15 | 12/03/2025 | PLX | 43.30 | 43.25 | 42.90 | 43.25 | 42.60 | 42.79 | -400 | -0.92 | 1,183,400 | 50,642 | 0 | 0 | 1,183,400 | 50,642 | 54,508,407 | VN30 |
| 480 | 16 | 12/03/2025 | SAB | 51.20 | 51.00 | 51.10 | 51.50 | 51.00 | 51.22 | -100 | -0.20 | 1,576,300 | 80,737 | 157,000 | 7,815 | 1,733,300 | 88,552 | 65,538,937 | VN30 |
| 481 | 17 | 12/03/2025 | SHB | 9.99 | 9.99 | 9.98 | 10.05 | 9.98 | 9.99 | -10 | -0.10 | 12,846,700 | 128,398 | 15,145,001 | 155,616 | 27,991,701 | 284,014 | 40,571,203 | VN30 |
| 482 | 18 | 12/03/2025 | SSB | 19.80 | 19.80 | 19.85 | 19.90 | 19.55 | 19.74 | 50 | 0.25 | 1,620,700 | 31,985 | 9,430,000 | 196,144 | 11,050,700 | 228,129 | 56,473,250 | VN30 |
| 483 | 19 | 12/03/2025 | SSI | 26.70 | 26.85 | 26.70 | 26.95 | 26.55 | 26.75 | - | - | 26,789,200 | 716,537 | 5,095,000 | 142,537 | 31,884,200 | 859,074 | 52,381,994 | VN30 |
| 484 | 20 | 12/03/2025 | STB | 39.90 | 40.00 | 39.75 | 40.05 | 39.30 | 39.70 | -150 | -0.38 | 10,908,500 | 433,084 | 1,404,200 | 59,889 | 12,312,700 | 492,973 | 74,937,325 | VN30 |
| 485 | 21 | 12/03/2025 | TCB | 28.00 | 28.10 | 27.85 | 28.25 | 27.80 | 27.96 | -150 | -0.54 | 10,861,400 | 303,651 | 3,914,700 | 106,691 | 14,776,100 | 410,342 | 196,756,121 | VN30 |
| 486 | 22 | 12/03/2025 | TPB | 16.25 | 16.25 | 16.15 | 16.30 | 16.10 | 16.18 | -100 | -0.62 | 8,865,400 | 143,427 | 5 | 0 | 8,865,405 | 143,427 | 42,667,593 | VN30 |
| 487 | 23 | 12/03/2025 | VCB | 64.70 | 66.00 | 66.70 | 68.60 | 65.60 | 66.95 | 2,000 | 3.09 | 7,560,300 | 506,132 | 101,000 | 6,989 | 7,661,300 | 513,121 | 372,792,387 | VN30 |
| 488 | 24 | 12/03/2025 | VHM | 45.50 | 45.40 | 46.95 | 47.30 | 45.40 | 46.67 | 1,450 | 3.19 | 15,641,200 | 729,974 | 0 | 0 | 15,641,200 | 729,974 | 192,842,994 | VN30 |
| 489 | 25 | 12/03/2025 | VIB | 20.80 | 21.00 | 20.50 | 21.00 | 20.50 | 20.67 | -300 | -1.44 | 12,810,900 | 264,810 | 83,419 | 1,614 | 12,894,319 | 266,424 | 61,072,120 | VN30 |
| 490 | 26 | 12/03/2025 | VIC | 47.30 | 47.35 | 48.10 | 48.25 | 47.35 | 48.00 | 800 | 1.69 | 7,003,400 | 336,186 | 0 | 0 | 7,003,400 | 336,186 | 183,918,121 | VN30 |
| 491 | 27 | 12/03/2025 | VJC | 97.70 | 97.70 | 97.40 | 97.80 | 97.10 | 97.37 | -300 | -0.31 | 525,900 | 51,205 | 100,000 | 10,000 | 625,900 | 61,205 | 52,752,944 | VN30 |
| 492 | 28 | 12/03/2025 | VNM | 62.40 | 62.50 | 62.20 | 62.80 | 62.20 | 62.43 | -200 | -0.32 | 2,755,400 | 172,009 | 0 | 0 | 2,755,400 | 172,009 | 129,995,229 | VN30 |
| 493 | 29 | 12/03/2025 | VPB | 19.70 | 19.80 | 19.60 | 19.80 | 19.50 | 19.66 | -100 | -0.51 | 27,171,700 | 534,138 | 450,001 | 8,805 | 27,621,701 | 542,943 | 155,504,903 | VN30 |
| 494 | 30 | 12/03/2025 | VRE | 18.20 | 18.20 | 18.30 | 18.45 | 18.15 | 18.32 | 100 | 0.55 | 11,789,600 | 215,955 | 1,425,000 | 27,645 | 13,214,600 | 243,600 | 41,583,427 | VN30 |
Accessing file: cafef_foreign_details_12-03-2024_to_12-03-2025.csv cafef_foreign_details_12-03-2024_to_12-03-2025.csv
| Symbol | TradeDate | BuyValue | SellValue | BuyVolume | SellVolume | Room | TotalRoom | Percent | NetVolume | NetValue | BasicPrice | ClosePrice | AveragePrice | Date | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | EIB | /Date(1710176400000)/ | 70993520000 | 250470000 | 3915700 | 13800 | 468965024 | 0 | 3.13 | 3901900 | 70743050000 | 0.00 | 0.00 | 0.00 | 12/03/2024 | HOSE |
| 1 | VRE | /Date(1710176400000)/ | 90619740000 | 32896680000 | 3635300 | 1322200 | 450208352 | 0 | 29.67 | 2313100 | 57723060000 | 0.00 | 0.00 | 0.00 | 12/03/2024 | HOSE |
| 2 | STB | /Date(1710176400000)/ | 92779725000 | 41159545000 | 3058000 | 1357800 | 111048472 | 0 | 24.11 | 1700200 | 51620180000 | 0.00 | 0.00 | 0.00 | 12/03/2024 | HOSE |
| 3 | HAH | /Date(1710176400000)/ | 66075085000 | 1556355000 | 1519100 | 36400 | 27294636 | 0 | 4.13 | 1482700 | 64518730000 | 0.00 | 0.00 | 0.00 | 12/03/2024 | HOSE |
| 4 | HCM | /Date(1710176400000)/ | 38598215000 | 11288530000 | 1383800 | 406000 | 33455340 | 0 | 42.65 | 977800 | 27309685000 | 0.00 | 0.00 | 0.00 | 12/03/2024 | HOSE |
| Symbol | TradeDate | BuyValue | SellValue | BuyVolume | SellVolume | Room | TotalRoom | Percent | NetVolume | NetValue | BasicPrice | ClosePrice | AveragePrice | Date | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 489262 | SSI | /Date(1741712400000)/ | 31556130000 | 85249360000 | 1181600 | 3192200 | 1210044418 | 0 | 38.38 | -2010600 | -53693230000 | 0.00 | 0.00 | 0.00 | 12/03/2025 | HASTC |
| 489263 | VPB | /Date(1741712400000)/ | 9538440000 | 50186230000 | 487000 | 2557600 | 406965109 | 0 | 24.87 | -2070600 | -40647790000 | 0.00 | 0.00 | 0.00 | 12/03/2025 | HASTC |
| 489264 | FPT | /Date(1741712400000)/ | 74590280000 | 369669650000 | 545200 | 2706300 | 71217375 | 0 | 44.16 | -2161100 | -295079370000 | 0.00 | 0.00 | 0.00 | 12/03/2025 | HASTC |
| 489265 | TPB | /Date(1741712400000)/ | 7489440000 | 44616795000 | 462800 | 2760900 | 48417323 | 0 | 28.17 | -2298100 | -37127355000 | 0.00 | 0.00 | 0.00 | 12/03/2025 | HASTC |
| 489266 | VIX | /Date(1741712400000)/ | 12807655000 | 50143030000 | 1043400 | 4105600 | 1376573985 | 0 | 5.62 | -3062200 | -37335375000 | 0.00 | 0.00 | 0.00 | 12/03/2025 | HASTC |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 489267 entries, 0 to 489266 Data columns (total 16 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Symbol 489267 non-null object 1 TradeDate 489267 non-null object 2 BuyValue 489267 non-null int64 3 SellValue 489267 non-null int64 4 BuyVolume 489267 non-null int64 5 SellVolume 489267 non-null int64 6 Room 489267 non-null int64 7 TotalRoom 489267 non-null int64 8 Percent 489267 non-null float64 9 NetVolume 489267 non-null int64 10 NetValue 489267 non-null int64 11 BasicPrice 489267 non-null float64 12 ClosePrice 489267 non-null float64 13 AveragePrice 489267 non-null float64 14 Date 489267 non-null object 15 Exchange 489267 non-null object dtypes: float64(4), int64(8), object(4) memory usage: 59.7+ MB None Số giá trị bị rỗng: Symbol 0 TradeDate 0 BuyValue 0 SellValue 0 BuyVolume 0 SellVolume 0 Room 0 TotalRoom 0 Percent 0 NetVolume 0 NetValue 0 BasicPrice 0 ClosePrice 0 AveragePrice 0 Date 0 Exchange 0 dtype: int64 Thống kê các giá trị:
| BuyValue | SellValue | BuyVolume | SellVolume | Room | TotalRoom | Percent | NetVolume | NetValue | BasicPrice | ClosePrice | AveragePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 | 489,267.00 |
| mean | 1,400,678,926.71 | 1,747,257,721.70 | 42,563.57 | 53,584.83 | 49,001,416.51 | 126.72 | 4.41 | -11,021.26 | -346,578,795.00 | 0.41 | 0.41 | 0.21 |
| std | 10,468,169,215.24 | 13,197,680,634.17 | 304,114.92 | 420,605.32 | 154,601,367.26 | 42,046.86 | 23.39 | 374,966.76 | 11,005,792,643.43 | 4.84 | 4.84 | 3.32 |
| min | 0.00 | 0.00 | 0.00 | 0.00 | -1,501,712,808.00 | 0.00 | 0.00 | -109,942,542.00 | -1,627,241,121,600.00 | 0.00 | 0.00 | 0.00 |
| 25% | 0.00 | 0.00 | 0.00 | 0.00 | 47,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 50% | 0.00 | 0.00 | 0.00 | 0.00 | 5,734,759.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 75% | 0.00 | 1,498,500.00 | 0.00 | 100.00 | 27,969,028.00 | 0.00 | 0.79 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| max | 704,573,040,000.00 | 1,627,241,121,600.00 | 40,326,700.00 | 109,942,542.00 | 1,767,241,646.00 | 20,000,000.00 | 1,822.18 | 14,654,600.00 | 589,443,800,000.00 | 385.10 | 384.00 | 210.00 |
Symbol 1644 TradeDate 446 BuyValue 52128 SellValue 56444 BuyVolume 9704 SellVolume 11114 Room 87644 TotalRoom 4 Percent 12075 NetVolume 15305 NetValue 69226 BasicPrice 1309 ClosePrice 1343 AveragePrice 3870 Date 249 Exchange 4 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Symbol: ['EIB', 'VRE', 'STB', 'HAH', 'HCM', 'OCB', 'VIC', 'GVR', 'NLG', 'SZC', 'AAA', 'CTG', 'KDH', 'VHM', 'FTS', 'IDI', 'FCN', 'HDB', 'VSC', 'VHC']..., số giá trị độc nhất: 1644 TradeDate: ['/Date(1710176400000)/', '/Date(1710262800000)/', '/Date(1710349200000)/', '/Date(1710435600000)/', '/Date(1710694800000)/', '/Date(1710781200000)/', '/Date(1710867600000)/', '/Date(1710954000000)/', '/Date(1711040400000)/', '/Date(1711299600000)/', '/Date(1711386000000)/', '/Date(1711472400000)/', '/Date(1711558800000)/', '/Date(1711645200000)/', '/Date(1711904400000)/', '/Date(1711990800000)/', '/Date(1712077200000)/', '/Date(1712163600000)/', '/Date(1712250000000)/', '/Date(1712509200000)/']..., số giá trị độc nhất: 446 BuyValue: [70993520000, 90619740000, 92779725000, 66075085000, 38598215000, 13162050000, 43979810000, 23426855000, 50972520000, 30186035000, 7083250000, 34827015000, 30453170000, 46955880000, 32800890000, 6378830000, 8777650000, 38633655000, 9344760000, 31133310000]..., số giá trị độc nhất: 52128 SellValue: [250470000, 32896680000, 41159545000, 1556355000, 11288530000, 935290000, 9839165000, 1229855000, 21704700000, 435750000, 179180000, 13886830000, 11236635000, 24532705000, 1543080000, 0, 1481035000, 28692840000, 192225000, 203840000]..., số giá trị độc nhất: 56444 BuyVolume: [3915700, 3635300, 3058000, 1519100, 1383800, 903900, 990800, 748500, 1208800, 673200, 665400, 1014700, 832200, 1101100, 530900, 493700, 561900, 1696300, 437100, 413300]..., số giá trị độc nhất: 9704 SellVolume: [13800, 1322200, 1357800, 36400, 406000, 64100, 222000, 40600, 514700, 9700, 16900, 406100, 306700, 575800, 25000, 0, 95500, 1265900, 9000, 2700]..., số giá trị độc nhất: 11114 Room: [468965024, 450208352, 111048472, 27294636, 33455340, 2699649, 1390822780, 504915424, 12700265, 19088294, 353090976, 136519400, 91349620, 1218187650, 150586500, 107718480, 25642418, 5364863, 61654830, 152308816]..., số giá trị độc nhất: 87644 TotalRoom: [0, 3500000, 20000000, 2000000]..., số giá trị độc nhất: 4 Percent: [3.13, 29.67, 24.11, 4.13, 42.65, 21.87, 12.16, 0.38, 46.7, 4.09, 7.63, 27.46, 38.57, 22.02, 29.82, 1.68, 33.71, 19.82, 2.78, 32.14]..., số giá trị độc nhất: 12075 NetVolume: [3901900, 2313100, 1700200, 1482700, 977800, 839800, 768800, 707900, 694100, 663500, 648500, 608600, 525500, 525300, 505900, 493700, 466400, 430400, 428100, 410600]..., số giá trị độc nhất: 15305 NetValue: [70743050000, 57723060000, 51620180000, 64518730000, 27309685000, 12226760000, 34140645000, 22197000000, 29267820000, 29750285000, 6904070000, 20940185000, 19216535000, 22423175000, 31257810000, 6378830000, 7296615000, 9940815000, 9152535000, 30929470000]..., số giá trị độc nhất: 69226 BasicPrice: [0.0, 0.01, 0.5, 33.0, 0.02, 10.9, 11.1, 7.9, 2.44, 4.4, 10.7, 13.8, 66.2, 11.3, 9.8, 0.1, 66.5, 0.09, 69.5, 0.07]..., số giá trị độc nhất: 1309 ClosePrice: [0.0, 0.01, 0.3, 33.0, 0.02, 10.8, 7.9, 2.52, 4.29, 10.9, 13.8, 66.0, 11.3, 9.8, 0.09, 68.0, 0.08, 69.0, 11.0, 0.04]..., số giá trị độc nhất: 1343 AveragePrice: [0.0, 0.0190647384045537, 0.0107648222668166, 0.0107555828307189, 2.5179856115107917, 4.480789200415368, 0.0109425888164507, 0.0135912887391017, 0.06328370554177, 0.0890092879256966, 0.0626126126126126, 0.0109, 0.0749002686640071, 0.0664882226980728, 0.0631391119346647, 0.069, 0.0109647058823529, 0.0783767308194722, 0.0587309910854745, 0.0577350427350427]..., số giá trị độc nhất: 3870 Date: ['12/03/2024', '13/03/2024', '14/03/2024', '15/03/2024', '18/03/2024', '19/03/2024', '20/03/2024', '21/03/2024', '22/03/2024', '25/03/2024', '26/03/2024', '27/03/2024', '28/03/2024', '29/03/2024', '01/04/2024', '02/04/2024', '03/04/2024', '04/04/2024', '05/04/2024', '08/04/2024']..., số giá trị độc nhất: 249 Exchange: ['HOSE', 'HNX', 'UPCOM', 'HASTC']..., số giá trị độc nhất: 4 Các bản ghi bị trùng:
| Symbol | TradeDate | BuyValue | SellValue | BuyVolume | SellVolume | Room | TotalRoom | Percent | NetVolume | NetValue | BasicPrice | ClosePrice | AveragePrice | Date | Exchange |
|---|
Accessing file: detail_industry_cashflow_processed.csv detail_industry_cashflow_processed.csv
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Chăm sóc sức khỏe | Dòng tiền ngành | 0.76% | 0.61% | 0.48% | 2.00% | 2.88% | 1.23% | 1.41% | 2.65% | 0.73% | 0.48% | 0.35% | 0.93% | 0.25% | 0.32% | 0.38% | +1.03% | +0.73% | 0.55% | 0.93% | 0.23% | 1.56% | 3.40% | 2.40% | 1.38% | 1.67% | 0.72% | 0.75% | 0.32% | 0.89% | 0.26% | 0.22% | 0.42% | +1.05% | +0.75% | 0.53% | 0.49% | 0.27% | 1.79% | 2.05% | 0.84% | 1.05% | 1.90% | 0.68% | 1.43% | 0.89% | 0.98% | 0.20% | 0.25% | 0.75% | +0.94% | +0.84% | 0.90% | 0.55% | 0.65% | 0.19% | 1.65% | 1.53% | 1.35% | 1.08% | 1.26% | 0.63% | 1.10% | 1.10% | 0.72% | 0.22% | 0.22% | 0.65% | +0.86% | +0.81% | 1.02% | 0.51% | 0.36% | 0.14% | 0.96% | 3.49% | 1.39% | 1.37% | 0.86% | 1.47% | 1.30% | 0.56% | 0.52% | 0.38% | 0.24% | 0.55% | +0.94% | +0.71% | 0.71% | 0.69% | 0.31% | 0.54% | 1.19% | 2.38% | 1.32% | 1.58% | 1.04% | 1.02% | 0.94% | 0.47% | 0.58% | 0.36% | 0.21% | 0.34% | +0.89% | +0.71% | 0.75% | 0.62% | 0.22% | 0.33% | 1.17% | 3.78% | 1.46% | 0.91% | 0.74% | 0.51% | 1.04% | 0.48% | 0.62% | 0.40% | 0.21% | +0.88% | +0.62% | 0.63% | 0.66% | 0.16% | 0.29% | 1.52% | 3.27% | 0.91% | 1.34% | 0.57% | 0.36% | 0.63% | 0.51% | 0.40% | 0.66% | 0.31% | +0.81% | +0.63% | 1.05% | 0.57% | 0.12% | 0.39% | 2.45% | 3.03% | 1.47% | 2.13% | 0.69% | 0.34% | 0.81% | 0.85% | 0.30% | 0.58% | 0.40% | +1.01% | +0.69% | 1.41% | 0.74% | 0.21% | 1.01% | 1.66% | 1.93% | 2.30% | 2.15% | 0.89% | 0.33% | 0.76% | 0.71% | 0.39% | 0.54% | 0.64% | +1.04% | +0.76% | 1.64% | 0.79% | 0.39% | 2.75% | 1.51% | 2.25% | 1.73% | 2.69% | 0.93% | 0.46% | 1.02% | 1.44% | 0.41% | 0.40% | 0.36% | +1.25% | +1.02% | 0.94% | 0.56% | 0.38% | 2.38% | 1.80% | 1.66% | 1.78% | 2.66% | 0.98% | 0.65% | 0.75% | 1.36% | 0.27% | 0.25% | 0.45% | +1.13% | +0.94% | 0.83% | 0.59% | 0.35% | 0.27% | 1.20% | 2.28% | 1.35% | 1.42% | 1.09% | 1.06% | 1.10% | 0.72% | 0.61% | 0.32% | 0.22% | 0.53% | +0.89% | +0.83% | 0.79% | 0.61% | 0.17% | 0.34% | 1.63% | 3.29% | 1.31% | 1.49% | 0.67% | 0.40% | 0.81% | 0.64% | 0.46% | 0.55% | 0.31% | +0.90% | +0.64% | 1.33% | 0.66% | 0.32% | 1.99% | 1.67% | 1.97% | 1.94% | 2.50% | 0.94% | 0.47% | 0.84% | 1.19% | 0.36% | 0.39% | 0.49% | +1.14% | +0.94% | 0.59% | 0.67% | 0.33% | 1.77% | 2.80% | 1.52% | 1.28% | 2.02% | 0.71% | 0.86% | 0.59% | 0.93% | 0.23% | 0.26% | 0.51% | +1.01% | +0.71% | 0.91% | 0.65% | 0.36% | 0.10% | 1.27% | 0.99% | 1.17% | 2.00% | 0.73% | 1.31% | 0.98% | 0.33% | 0.69% | 0.31% | 0.22% | 0.34% | +0.77% | +0.71% | 0.48% | 0.91% | 0.22% | 0.19% | 1.68% | 1.87% | 1.44% | 1.06% | 0.64% | 1.18% | 0.91% | 0.41% | 0.58% | 0.33% | 0.19% | 0.33% | +0.81% | +0.64% | 0.95% | 0.53% | 0.26% | 1.24% | 0.91% | 3.14% | 1.28% | 1.21% | 1.46% | 0.71% | 1.00% | 0.56% | 0.56% | 0.41% | 0.23% | +0.96% | +0.91% | 0.61% | 0.74% | 0.35% | 0.85% | 1.10% | 3.95% | 1.18% | 1.83% | 1.70% | 0.61% | 0.94% | 0.56% | 0.56% | 0.30% | 0.20% | +1.03% | +0.74% | 0.57% | 0.79% | 0.38% | 0.39% | 1.15% | 4.35% | 1.53% | 1.18% | 0.86% | 0.54% | 0.70% | 0.49% | 0.71% | 0.31% | 0.16% | +0.94% | +0.70% | 0.65% | 0.69% | 0.21% | 0.30% | 1.17% | 4.00% | 1.79% | 0.99% | 0.81% | 0.60% | 0.94% | 0.47% | 0.68% | 0.35% | 0.26% | +0.93% | +0.68% | 1.14% | 0.71% | 0.17% | 0.32% | 1.22% | 3.42% | 1.86% | 0.58% | 0.70% | 0.42% | 1.23% | 0.63% | 0.62% | 0.48% | 0.21% | +0.91% | +0.63% | 0.72% | 0.48% | 0.20% | 0.28% | 1.14% | 3.96% | 1.30% | 0.90% | 0.54% | 0.46% | 1.05% | 0.32% | 0.54% | 0.54% | 0.25% | +0.84% | +0.54% | 0.53% | 0.50% | 0.11% | 0.31% | 0.87% | 2.97% | 0.92% | 1.11% | 0.58% | 0.27% | 1.09% | 0.42% | 0.44% | 1.10% | 0.20% | +0.76% | +0.53% | 0.50% | 0.83% | 0.12% | 0.20% | 1.12% | 2.96% | 0.90% | 0.89% | 0.58% | 0.46% | 0.64% | 0.41% | 0.37% | 0.75% | 0.28% | +0.73% | +0.58% | 0.52% | 0.08% | 3.43% | 0.95% | 1.50% | 0.64% | 1.67% | 0.20% | 0.27% | 0.46% | +0.97% | +0.58% | 0.59% | 0.62% | 0.11% | 0.30% | 1.27% | 4.54% | 0.95% | 0.96% | 0.44% | 0.32% | 0.64% | 0.27% | 0.41% | 0.58% | 0.35% | +0.82% | +0.58% | 0.75% | 0.53% | 0.33% | 0.27% | 1.68% | 4.26% | 0.94% | 1.82% | 0.41% | 0.34% | 0.66% | 0.44% | 0.34% | 0.52% | 0.35% | +0.91% | +0.52% | 0.87% | 0.71% | 0.17% | 0.35% | 2.02% | 1.88% | 0.99% | 2.02% | 0.77% | 0.37% | 0.58% | 0.81% | 0.49% | 0.61% | 0.26% | +0.86% | +0.71% | 0.96% | 0.38% | 0.13% | 0.40% | 2.71% | 2.62% | 0.90% | 1.71% | 0.90% | 0.30% | 0.71% | 0.78% | 0.33% | 0.54% | 0.28% | +0.91% | +0.71% | 1.07% | 0.45% | 0.08% | 0.37% | 2.59% | 3.41% | 1.21% | 1.76% | 0.42% | 0.51% | 0.74% | 0.68% | 0.32% | 0.73% | 0.36% | +0.98% | +0.68% | 0.72% | 0.28% | 0.13% | 0.41% | 2.59% | 3.30% | 1.41% | 3.26% | 0.73% | 0.28% | 1.03% | 1.01% | 0.33% | 0.58% | 0.54% | +1.11% | +0.72% | 1.26% | 1.05% | 0.15% | 0.40% | 2.02% | 2.70% | 1.60% | 1.82% | 0.74% | 0.29% | 0.83% | 1.05% | 0.28% | 0.47% | 0.45% | +1.01% | +0.83% | 1.09% | 1.21% | 0.16% | 0.43% | 1.34% | 2.45% | 1.99% | 1.49% | 1.23% | 0.35% | 0.78% | 0.79% | 0.28% | 0.39% | 0.53% | +0.97% | +0.79% | 1.23% | 0.66% | 0.25% | 0.55% | 1.63% | 1.88% | 2.37% | 2.40% | 0.88% | 0.34% | 0.65% | 0.80% | 0.24% | 0.44% | 0.46% | +0.98% | +0.66% | 1.62% | 0.77% | 0.12% | 0.41% | 1.79% | 2.10% | 2.51% | 2.35% | 0.84% | 0.25% | 0.83% | 0.52% | 0.33% | 0.64% | 1.01% | +1.07% | +0.83% | 0.92% | 0.82% | 0.81% | 0.21% | 2.19% | 1.95% | 1.04% | 1.14% | 1.34% | 0.65% | 1.20% | 1.38% | 0.88% | 0.18% | 0.21% | 0.68% | +0.97% | +0.90% | 1.23% | 0.95% | 0.26% | 1.41% | 1.87% | 1.68% | 2.08% | 2.24% | 0.67% | 0.37% | 0.77% | 0.79% | 0.56% | 0.65% | 0.57% | +1.07% | +0.79% | 1.77% | 0.59% | 0.63% | 3.70% | 1.82% | 1.92% | 2.21% | 2.29% | 0.72% | 0.45% | 0.78% | 0.63% | 0.42% | 0.47% | 0.44% | +1.26% | +0.72% | 1.49% | 0.78% | 0.39% | 3.83% | 1.60% | 2.51% | 1.77% | 2.69% | 1.18% | 0.38% | 0.92% | 0.90% | 0.48% | 0.47% | 0.32% | +1.31% | +0.92% | 1.35% | 0.94% | 0.50% | 3.25% | 1.50% | 1.94% | 1.33% | 2.39% | 0.70% | 0.32% | 0.87% | 0.96% | 0.49% | 0.38% | 0.37% | +1.15% | +0.94% | 2.32% | 0.94% | 0.30% | 2.23% | 1.17% | 1.92% | 2.17% | 3.06% | 1.01% | 0.28% | 1.36% | 1.88% | 0.33% | 0.37% | 0.39% | +1.32% | +1.17% | 1.95% | 0.76% | 0.28% | 2.02% | 1.67% | 2.60% | 1.86% | 3.05% | 1.00% | 0.82% | 0.99% | 1.75% | 0.37% | 0.31% | 0.35% | +1.32% | +1.00% | 1.01% | 0.49% | 0.37% | 2.14% | 1.42% | 1.93% | 1.28% | 2.45% | 1.11% | 0.43% | 0.84% | 1.78% | 0.39% | 0.34% | 0.44% | +1.09% | +1.01% | 0.69% | 0.70% | 0.39% | 2.06% | 1.17% | 1.65% | 2.08% | 2.10% | 0.91% | 0.97% | 0.93% | 1.76% | 0.28% | 0.23% | 0.54% | +1.10% | +0.93% | 0.76% | 0.33% | 0.32% | 1.83% | 1.71% | 1.42% | 1.91% | 2.72% | 0.90% | 0.38% | 0.78% | 1.51% | 0.27% | 0.19% | 0.51% | +1.04% | +0.78% | 1.23% | 0.66% | 0.49% | 3.26% | 2.39% | 1.78% | 1.56% | 3.43% | 1.05% | 0.78% | 0.66% | 1.03% | 0.27% | 0.25% | 0.35% | +1.28% | +1.03% | 0.86% | 0.43% | 0.67% | 0.19% | 1.39% | 1.18% | 0.99% | 1.12% | 0.96% | 0.82% | 0.84% | 1.24% | 0.84% | 0.25% | 0.18% | 0.73% | +0.79% | +0.84% | 1.25% | 0.75% | 0.53% | 1.84% | 2.73% | 1.58% | 1.66% | 2.10% | 0.95% | 0.69% | 0.48% | 0.86% | 0.27% | 0.22% | 0.28% | +1.08% | +0.86% | 0.99% | 0.67% | 0.47% | 1.89% | 2.84% | 1.33% | 1.46% | 1.18% | 0.72% | 0.61% | 0.45% | 0.96% | 0.27% | 0.48% | 0.38% | +0.98% | +0.72% | 0.62% | 0.54% | 0.24% | 1.85% | 2.47% | 1.30% | 1.42% | 3.22% | 0.62% | 0.44% | 0.29% | 0.72% | 0.21% | 0.31% | 0.42% | +0.98% | +0.62% | 0.43% | 0.72% | 0.90% | 1.88% | 3.86% | 0.80% | 1.61% | 3.75% | 0.62% | 0.29% | 0.34% | 1.16% | 0.19% | 0.26% | 0.47% | +1.15% | +0.72% | 0.56% | 0.60% | 0.31% | 3.00% | 2.91% | 1.42% | 1.23% | 3.12% | 0.57% | 0.35% | 0.31% | 0.92% | 0.32% | 0.28% | 0.37% | +1.08% | +0.57% | 0.41% | 1.05% | 0.18% | 2.53% | 3.58% | 1.17% | 1.12% | 1.07% | 1.05% | 0.51% | 0.35% | 0.78% | 0.20% | 0.20% | 0.37% | +0.97% | +0.78% | 0.45% | 1.06% | 0.21% | 1.40% | 3.32% | 2.58% | 0.90% | 1.81% | 0.58% | 1.07% | 0.37% | 0.94% | 0.25% | 0.23% | 0.33% | +1.03% | +0.90% | 0.52% | 1.07% | 0.24% | 1.12% | 3.54% | 3.82% | 0.93% | 1.86% | 0.66% | 0.74% | 0.27% | 0.97% | 0.30% | 0.22% | 0.35% | +1.11% | +0.74% | 0.53% | 0.37% | 0.30% | 1.34% | 3.15% | 1.97% | 2.16% | 1.41% | 0.66% | 0.80% | 0.31% | 0.83% | 0.25% | 0.22% | 0.71% | +1.00% | +0.71% | 0.80% | 0.60% | 0.26% | 1.17% | 2.23% | 1.42% | 1.70% | 1.60% | 0.58% | 0.72% | 0.42% | 1.03% | 0.23% | 0.17% | 0.69% | +0.91% | +0.72% | 0.84% | 0.48% | 0.22% | 1.20% | 1.42% | 1.99% | 1.07% | 1.61% | 0.64% | 0.69% | 1.34% | 0.63% | 0.19% | 0.21% | 0.64% | +0.88% | +0.69% | 0.46% | 0.44% | 0.29% | 1.24% | 1.64% | 1.00% | 1.35% | 1.92% | 0.61% | 1.16% | 0.66% | 0.70% | 0.21% | 0.24% | 0.80% | +0.85% | +0.70% | 0.39% | 0.59% | 0.28% | 1.93% | 1.22% | 0.58% | 0.96% | 1.84% | 0.68% | 1.60% | 0.65% | 1.05% | 0.13% | 0.39% | 0.74% | +0.87% | +0.68% | 0.58% | 0.30% | 0.25% | 2.62% | 3.29% | 0.67% | 0.71% | 2.07% | 0.91% | 1.94% | 1.00% | 1.00% | 0.21% | 0.30% | 0.85% | +1.11% | +0.85% | 0.68% | 0.55% | 2.50% | 2.95% | 0.95% | 0.86% | 2.70% | 1.66% | 1.10% | 0.31% | 0.52% | +1.34% | +0.95% | 1.00% | 0.55% | 0.40% | 0.20% | 1.28% | 1.60% | 1.35% | 0.87% | 1.02% | 0.33% | 1.35% | 0.43% | 0.43% | 0.23% | 0.20% | +0.75% | +0.55% | 0.76% | 0.24% | 0.18% | 1.07% | 3.39% | 1.16% | 0.82% | 0.97% | 1.28% | 0.75% | 0.42% | 0.14% | 0.49% | +0.90% | +0.76% | 0.86% | 0.64% | 0.69% | 1.09% | 4.25% | 1.19% | 0.75% | 0.50% | 1.29% | 0.53% | 0.38% | 0.29% | 0.13% | 0.62% | +0.94% | +0.67% | 0.47% | 0.34% | 0.12% | 1.09% | 1.59% | 1.50% | 0.65% | 1.58% | 1.44% | 0.49% | 0.49% | 0.39% | 0.28% | 0.66% | +0.79% | +0.57% | 1.46% | 0.40% | 0.32% | 0.15% | 0.68% | 2.79% | 1.36% | 2.44% | 0.65% | 2.36% | 1.21% | 0.45% | 0.55% | 0.69% | 0.30% | 0.43% | +1.01% | +0.67% |
| 1 | Công nghiệp | Dòng tiền ngành | 25.57% | 16.98% | 10.28% | 13.74% | 12.97% | 13.62% | 16.16% | 18.64% | 10.99% | 24.41% | 6.74% | 10.31% | 7.82% | 11.58% | 6.81% | +13.77% | +12.97% | 23.79% | 14.40% | 11.89% | 17.43% | 11.54% | 12.64% | 22.70% | 16.56% | 13.59% | 24.81% | 7.53% | 10.37% | 5.93% | 10.02% | 9.00% | +14.15% | +12.64% | 21.11% | 13.55% | 13.46% | 16.82% | 11.82% | 10.04% | 21.13% | 17.50% | 15.94% | 27.28% | 9.08% | 13.42% | 7.04% | 9.70% | 9.52% | +14.49% | +13.46% | 24.45% | 18.66% | 11.63% | 13.33% | 12.45% | 11.97% | 11.87% | 22.16% | 13.64% | 17.24% | 11.19% | 8.82% | 12.47% | 9.50% | 10.00% | 11.11% | +13.78% | +12.21% | 19.57% | 17.72% | 13.65% | 15.18% | 15.43% | 11.41% | 10.05% | 24.49% | 12.42% | 13.71% | 7.97% | 8.21% | 11.24% | 9.56% | 9.47% | 11.39% | +13.22% | +11.91% | 23.09% | 20.81% | 14.65% | 14.84% | 14.72% | 14.49% | 11.31% | 30.10% | 11.48% | 16.37% | 7.73% | 8.96% | 13.10% | 8.91% | 9.09% | 8.94% | +14.64% | +14.49% | 29.33% | 19.55% | 15.46% | 11.21% | 13.89% | 14.48% | 12.18% | 32.71% | 10.96% | 20.47% | 9.90% | 7.58% | 11.36% | 9.43% | 8.24% | +15.12% | +12.18% | 29.52% | 15.32% | 14.56% | 11.98% | 12.03% | 15.31% | 9.36% | 30.28% | 8.54% | 18.76% | 7.99% | 5.70% | 10.59% | 11.38% | 10.39% | +14.11% | +11.98% | 29.96% | 18.86% | 15.34% | 11.18% | 11.35% | 15.63% | 11.76% | 19.59% | 8.70% | 21.04% | 10.71% | 5.48% | 10.51% | 10.84% | 11.79% | +14.18% | +11.76% | 29.78% | 15.34% | 14.88% | 7.62% | 11.34% | 12.50% | 12.80% | 16.89% | 8.07% | 18.33% | 8.77% | 5.18% | 9.80% | 11.23% | 10.01% | +12.84% | +11.34% | 28.80% | 17.36% | 10.79% | 8.57% | 12.04% | 13.20% | 14.33% | 16.39% | 9.87% | 20.93% | 8.28% | 8.12% | 9.54% | 10.70% | 7.63% | +13.10% | +10.79% | 27.23% | 17.51% | 9.94% | 11.64% | 13.69% | 12.94% | 13.78% | 21.34% | 10.48% | 23.15% | 7.85% | 10.94% | 11.18% | 11.46% | 6.49% | +13.97% | +11.64% | 23.08% | 19.22% | 14.07% | 14.26% | 14.50% | 13.02% | 11.19% | 26.77% | 12.57% | 15.78% | 8.64% | 8.74% | 12.43% | 9.31% | 9.46% | 10.73% | +14.20% | +13.02% | 29.57% | 18.03% | 15.06% | 11.48% | 12.61% | 15.24% | 11.19% | 27.33% | 9.57% | 20.01% | 9.62% | 6.13% | 10.89% | 10.62% | 10.19% | +14.50% | +11.48% | 28.67% | 17.07% | 12.03% | 9.09% | 12.56% | 12.83% | 13.62% | 18.05% | 9.53% | 20.68% | 8.25% | 8.08% | 10.11% | 11.10% | 8.22% | +13.33% | +12.03% | 22.75% | 15.06% | 12.03% | 16.14% | 12.17% | 12.19% | 20.05% | 17.46% | 13.15% | 25.44% | 8.01% | 11.39% | 6.91% | 10.42% | 8.33% | +14.10% | +12.19% | 22.42% | 20.24% | 13.56% | 15.43% | 15.91% | 20.26% | 10.63% | 34.84% | 11.69% | 16.29% | 7.87% | 8.35% | 10.67% | 9.31% | 8.67% | 8.69% | +14.68% | +12.62% | 24.23% | 20.11% | 13.46% | 17.13% | 14.90% | 14.49% | 12.78% | 33.04% | 11.29% | 15.91% | 7.20% | 9.56% | 12.22% | 7.90% | 9.61% | 9.40% | +14.92% | +13.46% | 21.89% | 20.82% | 16.45% | 11.77% | 15.12% | 9.85% | 10.86% | 25.74% | 10.72% | 15.78% | 8.43% | 9.33% | 14.97% | 8.44% | 9.33% | +13.97% | +11.77% | 23.21% | 22.10% | 15.95% | 14.05% | 13.79% | 10.00% | 10.36% | 26.59% | 12.75% | 17.73% | 7.60% | 8.94% | 14.88% | 9.15% | 8.36% | +14.37% | +13.79% | 24.51% | 19.95% | 14.76% | 11.80% | 12.96% | 11.17% | 12.62% | 29.28% | 13.23% | 20.13% | 9.04% | 7.79% | 12.65% | 10.31% | 9.11% | +14.62% | +12.65% | 29.75% | 19.39% | 15.15% | 10.18% | 12.43% | 15.99% | 12.28% | 32.34% | 10.98% | 20.90% | 10.68% | 8.24% | 11.75% | 9.30% | 7.99% | +15.16% | +12.28% | 31.44% | 18.82% | 15.27% | 10.19% | 15.23% | 13.38% | 13.70% | 36.80% | 10.14% | 20.37% | 10.10% | 8.16% | 10.57% | 8.51% | 7.88% | +15.37% | +13.38% | 31.18% | 19.12% | 16.54% | 13.25% | 12.00% | 16.45% | 11.85% | 32.08% | 8.58% | 20.46% | 9.51% | 6.97% | 11.67% | 9.17% | 7.55% | +15.09% | +12.00% | 25.79% | 20.30% | 15.51% | 12.05% | 19.47% | 14.45% | 10.32% | 31.02% | 8.24% | 18.58% | 8.64% | 6.87% | 10.76% | 9.47% | 9.40% | +14.72% | +12.05% | 28.22% | 17.89% | 15.55% | 14.23% | 9.85% | 14.53% | 9.22% | 33.25% | 9.62% | 18.87% | 8.10% | 6.07% | 12.04% | 10.22% | 9.85% | +14.50% | +12.04% | 12.35% | 14.08% | 15.29% | 22.10% | 14.83% | 18.82% | 18.38% | 9.91% | 9.60% | 10.08% | +14.54% | +14.46% | 31.03% | 15.29% | 14.48% | 11.98% | 11.77% | 16.58% | 9.96% | 33.70% | 8.70% | 19.06% | 8.27% | 5.81% | 10.31% | 10.45% | 9.79% | +14.48% | +11.77% | 29.07% | 15.30% | 12.93% | 10.69% | 13.86% | 14.99% | 8.86% | 26.00% | 8.80% | 18.83% | 7.81% | 5.77% | 9.83% | 13.35% | 10.33% | +13.76% | +12.93% | 29.11% | 14.33% | 12.24% | 11.83% | 12.90% | 15.35% | 9.13% | 27.59% | 7.09% | 18.29% | 7.79% | 5.51% | 10.32% | 11.66% | 11.73% | +13.66% | +11.83% | 31.14% | 16.33% | 14.18% | 11.49% | 11.72% | 19.64% | 10.36% | 20.70% | 8.22% | 20.40% | 10.55% | 4.82% | 11.67% | 10.30% | 12.17% | +14.25% | +11.72% | 27.67% | 20.60% | 17.95% | 11.38% | 11.01% | 20.38% | 10.76% | 18.41% | 10.33% | 21.08% | 11.45% | 5.01% | 11.57% | 9.95% | 12.31% | +14.66% | +11.57% | 30.78% | 19.24% | 15.34% | 11.61% | 11.41% | 13.53% | 10.44% | 16.79% | 8.34% | 20.80% | 9.73% | 5.97% | 9.82% | 11.88% | 11.22% | +13.79% | +11.61% | 30.08% | 18.90% | 14.16% | 10.02% | 11.33% | 10.08% | 12.97% | 18.48% | 8.30% | 21.82% | 11.07% | 6.37% | 9.79% | 11.32% | 11.33% | +13.73% | +11.33% | 30.63% | 16.95% | 15.51% | 8.79% | 11.78% | 11.52% | 13.73% | 15.98% | 6.86% | 18.77% | 10.36% | 5.24% | 9.52% | 10.67% | 10.60% | +13.13% | +11.52% | 30.37% | 16.60% | 14.63% | 8.35% | 11.99% | 12.71% | 14.81% | 17.35% | 8.89% | 20.13% | 8.09% | 4.66% | 9.26% | 10.81% | 10.85% | +13.30% | +11.99% | 29.48% | 14.49% | 14.33% | 7.12% | 11.24% | 15.14% | 12.54% | 17.46% | 7.97% | 16.46% | 9.06% | 5.20% | 9.90% | 10.85% | 9.80% | +12.74% | +11.24% | 24.07% | 21.78% | 10.80% | 11.28% | 12.92% | 13.09% | 13.56% | 22.03% | 12.94% | 19.72% | 12.32% | 8.49% | 14.09% | 9.35% | 10.30% | 9.92% | +14.17% | +12.93% | 30.40% | 15.54% | 15.88% | 6.42% | 10.85% | 10.83% | 11.89% | 17.04% | 8.02% | 18.46% | 9.04% | 5.18% | 9.80% | 12.57% | 8.98% | +12.73% | +10.85% | 28.67% | 14.09% | 12.56% | 9.33% | 10.64% | 10.76% | 11.22% | 15.51% | 9.43% | 19.16% | 7.90% | 5.96% | 10.33% | 12.22% | 9.19% | +12.47% | +10.76% | 28.45% | 14.76% | 12.53% | 8.65% | 10.85% | 10.84% | 13.52% | 16.04% | 8.76% | 20.68% | 8.67% | 6.49% | 9.63% | 10.94% | 8.10% | +12.59% | +10.85% | 29.89% | 15.55% | 9.92% | 9.59% | 11.68% | 10.97% | 14.52% | 14.35% | 9.65% | 20.40% | 8.20% | 8.82% | 10.31% | 10.20% | 7.65% | +12.78% | +10.31% | 28.83% | 17.91% | 10.86% | 8.24% | 12.17% | 15.04% | 15.38% | 16.42% | 10.18% | 22.17% | 8.16% | 7.42% | 10.13% | 9.12% | 7.72% | +13.32% | +10.86% | 28.74% | 18.11% | 8.98% | 7.70% | 12.88% | 15.98% | 13.66% | 20.85% | 11.20% | 20.61% | 8.09% | 8.67% | 9.07% | 10.76% | 6.31% | +13.44% | +11.20% | 27.41% | 18.71% | 10.05% | 9.59% | 13.60% | 10.12% | 14.04% | 24.61% | 9.80% | 23.98% | 7.97% | 11.09% | 7.89% | 11.28% | 6.70% | +13.79% | +11.09% | 29.63% | 18.08% | 11.05% | 10.89% | 13.08% | 13.74% | 14.04% | 23.07% | 8.87% | 21.91% | 7.58% | 10.64% | 9.45% | 11.63% | 6.54% | +14.01% | +11.63% | 27.30% | 18.64% | 9.20% | 12.01% | 13.12% | 11.42% | 13.24% | 18.47% | 9.91% | 23.90% | 8.26% | 11.84% | 10.75% | 11.34% | 6.42% | +13.72% | +11.84% | 25.96% | 15.55% | 9.42% | 12.66% | 15.68% | 14.39% | 13.24% | 19.23% | 12.70% | 23.13% | 7.68% | 11.15% | 12.69% | 11.56% | 6.49% | +14.10% | +12.70% | 25.39% | 20.07% | 12.22% | 15.54% | 12.71% | 12.07% | 11.17% | 22.04% | 14.27% | 18.38% | 11.51% | 9.07% | 12.88% | 8.92% | 9.26% | 13.53% | +14.31% | +12.80% | 23.94% | 16.87% | 7.96% | 11.39% | 14.12% | 13.96% | 14.65% | 17.99% | 10.62% | 21.95% | 8.11% | 9.10% | 12.33% | 12.06% | 6.15% | +13.41% | +12.33% | 24.79% | 16.49% | 11.32% | 12.94% | 14.76% | 15.54% | 13.48% | 17.22% | 9.76% | 25.14% | 9.09% | 10.51% | 9.24% | 12.49% | 6.84% | +13.97% | +12.94% | 24.84% | 18.22% | 10.18% | 14.03% | 13.11% | 12.39% | 15.37% | 20.02% | 12.99% | 23.83% | 6.70% | 9.91% | 7.42% | 12.26% | 6.45% | +13.85% | +12.99% | 26.92% | 16.05% | 10.64% | 16.20% | 10.44% | 13.11% | 17.24% | 19.47% | 11.31% | 25.67% | 5.31% | 10.26% | 7.85% | 9.98% | 6.32% | +13.78% | +11.31% | 26.30% | 16.60% | 11.05% | 14.62% | 10.81% | 13.01% | 19.08% | 18.05% | 11.57% | 24.96% | 5.23% | 10.91% | 7.01% | 10.23% | 8.95% | +13.89% | +11.57% | 23.52% | 15.89% | 8.94% | 18.38% | 12.23% | 14.66% | 20.60% | 18.25% | 12.18% | 23.03% | 5.89% | 9.99% | 6.06% | 10.79% | 9.17% | +13.97% | +12.23% | 21.99% | 15.35% | 12.37% | 17.00% | 11.46% | 13.85% | 17.77% | 16.79% | 13.28% | 23.98% | 7.83% | 10.40% | 6.39% | 9.34% | 9.47% | +13.82% | +13.28% | 22.13% | 14.00% | 13.05% | 17.89% | 10.70% | 12.18% | 22.80% | 15.85% | 14.46% | 24.23% | 8.45% | 11.51% | 5.95% | 10.07% | 9.02% | +14.15% | +13.05% | 25.58% | 14.14% | 15.67% | 16.30% | 11.95% | 10.82% | 28.88% | 15.10% | 15.43% | 29.11% | 7.12% | 9.13% | 5.82% | 9.46% | 8.25% | +14.85% | +14.14% | 25.41% | 13.35% | 15.15% | 16.47% | 13.20% | 9.90% | 23.58% | 16.64% | 13.11% | 27.52% | 8.70% | 12.10% | 5.69% | 9.43% | 8.69% | +14.60% | +13.20% | 25.30% | 17.13% | 13.32% | 11.35% | 12.85% | 11.24% | 22.76% | 12.46% | 15.98% | 8.32% | 8.75% | 11.07% | 10.07% | 9.74% | 10.65% | +13.40% | +11.35% | 22.88% | 15.20% | 14.21% | 16.39% | 11.78% | 9.22% | 21.75% | 18.94% | 15.82% | 28.28% | 9.87% | 11.59% | 6.79% | 8.99% | 8.80% | +14.70% | +14.21% | 19.36% | 12.49% | 12.61% | 18.66% | 10.10% | 10.89% | 21.24% | 17.70% | 15.89% | 30.25% | 8.58% | 13.95% | 7.93% | 9.09% | 9.36% | +14.54% | +12.61% | 18.32% | 13.05% | 13.07% | 16.39% | 12.18% | 9.26% | 21.16% | 17.03% | 19.91% | 26.49% | 8.77% | 14.01% | 6.86% | 11.44% | 11.36% | +14.62% | +13.07% | 21.17% | 13.25% | 14.87% | 12.79% | 10.83% | 17.88% | 15.78% | 9.63% | 14.25% | 7.34% | 9.05% | +13.35% | +13.25% | 22.69% | 16.53% | 12.07% | 12.88% | 11.81% | 10.23% | 11.42% | 20.83% | 14.16% | 12.93% | 7.39% | 8.98% | 11.35% | 9.60% | 10.95% | +12.92% | +11.81% | 22.51% | 12.81% | 14.82% | 14.25% | 10.69% | 11.99% | 22.85% | 12.47% | 7.73% | 9.11% | 8.33% | 10.36% | 12.16% | +13.08% | +12.16% | 19.36% | 15.21% | 12.77% | 16.32% | 11.72% | 22.95% | 14.95% | 12.92% | 9.09% | 7.57% | 10.40% | 10.00% | 10.46% | 12.29% | +13.29% | +12.53% | 17.78% | 14.42% | 14.70% | 15.05% | 9.53% | 25.45% | 11.33% | 13.01% | 8.10% | 7.59% | 11.77% | 10.31% | 9.52% | 11.59% | +12.87% | +11.68% | 16.27% | 19.20% | 13.69% | 16.95% | 15.37% | 11.87% | 9.03% | 31.41% | 10.86% | 15.77% | 7.20% | 8.07% | 11.75% | 10.14% | 8.77% | 9.98% | +13.52% | +11.81% |
| 2 | Nguyên vật liệu | Dòng tiền ngành | 14.68% | 10.21% | 15.93% | 11.51% | 10.36% | 12.32% | 21.15% | 13.80% | 12.80% | 8.75% | 15.28% | 18.89% | 16.05% | 12.17% | 10.54% | +13.63% | +12.80% | 13.56% | 9.63% | 14.59% | 10.75% | 10.04% | 13.17% | 18.64% | 12.09% | 11.64% | 8.65% | 20.37% | 14.59% | 14.96% | 11.73% | 11.59% | +13.07% | +12.09% | 10.47% | 9.02% | 12.87% | 9.67% | 10.99% | 11.79% | 17.08% | 12.48% | 11.09% | 9.71% | 14.65% | 11.82% | 12.81% | 11.98% | 13.05% | +11.97% | +11.82% | 11.93% | 12.93% | 9.39% | 12.37% | 10.09% | 10.98% | 11.94% | 16.87% | 10.79% | 11.41% | 11.56% | 12.39% | 10.10% | 14.26% | 11.68% | 10.93% | +11.85% | +11.62% | 14.17% | 11.00% | 10.07% | 12.98% | 9.58% | 9.51% | 10.91% | 18.67% | 11.62% | 11.79% | 10.46% | 14.22% | 12.96% | 15.75% | 12.05% | 13.52% | +12.45% | +11.92% | 13.24% | 10.88% | 10.17% | 14.31% | 10.04% | 8.45% | 16.59% | 12.67% | 9.52% | 11.81% | 10.35% | 12.49% | 18.96% | 14.99% | 11.37% | 11.63% | +12.39% | +11.81% | 13.94% | 10.18% | 11.45% | 14.99% | 10.82% | 11.05% | 19.26% | 12.85% | 7.91% | 11.67% | 11.96% | 12.85% | 15.41% | 11.16% | 9.82% | +12.35% | +11.67% | 12.53% | 9.27% | 14.32% | 12.34% | 10.36% | 9.78% | 19.03% | 12.37% | 10.76% | 10.66% | 15.14% | 14.55% | 16.37% | 11.72% | 12.45% | +12.78% | +12.37% | 13.80% | 8.39% | 11.73% | 11.65% | 11.31% | 8.85% | 20.64% | 14.77% | 13.02% | 11.51% | 15.24% | 12.55% | 15.41% | 13.33% | 13.78% | +13.07% | +13.02% | 12.82% | 10.11% | 12.79% | 11.40% | 12.16% | 10.44% | 24.18% | 16.43% | 11.64% | 12.55% | 18.27% | 14.34% | 13.46% | 12.48% | 13.36% | +13.76% | +12.79% | 12.10% | 9.15% | 14.60% | 13.99% | 9.75% | 10.85% | 20.77% | 13.68% | 9.74% | 10.89% | 18.12% | 15.14% | 14.85% | 10.59% | 12.31% | +13.10% | +12.31% | 14.39% | 10.73% | 15.56% | 11.78% | 8.46% | 11.62% | 19.11% | 15.03% | 11.94% | 8.94% | 16.93% | 18.76% | 16.17% | 12.00% | 12.69% | +13.61% | +12.69% | 12.89% | 11.63% | 10.07% | 13.05% | 9.90% | 9.55% | 13.82% | 15.46% | 10.52% | 11.70% | 10.68% | 12.85% | 14.45% | 15.05% | 11.64% | 12.36% | +12.22% | +11.70% | 13.41% | 9.13% | 12.70% | 12.78% | 10.81% | 9.68% | 19.73% | 13.31% | 10.23% | 11.24% | 14.37% | 13.28% | 15.68% | 12.29% | 12.08% | +12.72% | +12.70% | 13.11% | 10.13% | 14.19% | 12.39% | 9.82% | 10.85% | 21.44% | 15.01% | 11.05% | 10.89% | 17.69% | 16.02% | 14.86% | 11.60% | 12.81% | +13.46% | +12.81% | 12.14% | 9.64% | 14.30% | 10.56% | 10.44% | 12.45% | 18.92% | 12.70% | 11.98% | 9.01% | 16.40% | 14.76% | 14.43% | 11.95% | 11.65% | +12.76% | +12.14% | 13.75% | 10.42% | 10.67% | 14.16% | 8.93% | 7.06% | 12.80% | 12.77% | 11.96% | 12.14% | 7.89% | 15.11% | 19.76% | 17.38% | 11.77% | 12.08% | +12.42% | +12.11% | 13.56% | 12.19% | 9.55% | 14.27% | 10.23% | 7.47% | 16.02% | 12.01% | 7.95% | 11.55% | 10.72% | 12.82% | 20.21% | 15.77% | 12.15% | 10.78% | +12.43% | +12.15% | 12.48% | 9.34% | 10.00% | 15.19% | 9.97% | 10.35% | 15.44% | 10.87% | 7.94% | 11.73% | 10.74% | 10.60% | 18.88% | 12.71% | 11.53% | +11.85% | +10.87% | 12.80% | 11.29% | 10.41% | 13.75% | 10.89% | 9.38% | 18.37% | 13.69% | 9.93% | 11.68% | 11.38% | 12.56% | 18.02% | 13.69% | 9.95% | +12.52% | +11.68% | 14.58% | 11.53% | 8.57% | 14.32% | 10.37% | 10.87% | 19.67% | 14.09% | 8.30% | 11.18% | 11.00% | 10.95% | 17.28% | 12.01% | 10.46% | +12.35% | +11.18% | 16.61% | 11.20% | 10.46% | 14.64% | 13.52% | 10.71% | 20.53% | 12.80% | 7.96% | 12.10% | 9.18% | 10.03% | 13.98% | 10.16% | 8.99% | +12.19% | +11.20% | 12.78% | 10.69% | 12.38% | 15.90% | 10.13% | 12.37% | 19.31% | 11.62% | 7.75% | 12.17% | 11.56% | 13.09% | 15.96% | 10.39% | 9.83% | +12.40% | +12.17% | 12.30% | 9.39% | 13.22% | 15.96% | 9.60% | 9.96% | 20.19% | 13.05% | 7.43% | 11.30% | 14.22% | 15.28% | 16.54% | 12.02% | 9.69% | +12.68% | +12.30% | 13.72% | 9.52% | 17.79% | 16.40% | 7.62% | 10.54% | 17.56% | 11.77% | 9.07% | 12.99% | 14.56% | 13.70% | 16.04% | 10.71% | 9.74% | +12.78% | +12.99% | 13.38% | 10.48% | 14.69% | 11.24% | 9.94% | 10.41% | 24.31% | 11.23% | 9.75% | 10.70% | 14.30% | 15.02% | 17.02% | 12.85% | 13.52% | +13.26% | +12.85% | 9.34% | 12.83% | 9.00% | 18.46% | 10.06% | 13.55% | 10.92% | 12.67% | 10.75% | 11.91% | +11.95% | +11.42% | 12.14% | 9.29% | 12.83% | 12.31% | 9.69% | 10.58% | 19.98% | 11.45% | 10.52% | 9.37% | 12.71% | 15.68% | 15.84% | 10.67% | 12.69% | +12.38% | +12.14% | 12.33% | 8.69% | 13.04% | 13.02% | 10.84% | 9.23% | 15.99% | 12.78% | 11.38% | 9.22% | 15.82% | 14.62% | 15.97% | 11.36% | 12.61% | +12.46% | +12.61% | 12.04% | 9.38% | 13.40% | 11.99% | 11.01% | 9.31% | 16.60% | 15.14% | 12.67% | 12.83% | 17.54% | 12.78% | 17.46% | 12.31% | 11.87% | +13.09% | +12.67% | 12.88% | 9.28% | 13.05% | 11.93% | 10.67% | 8.20% | 22.40% | 16.94% | 12.81% | 14.40% | 13.98% | 12.57% | 15.76% | 13.89% | 14.15% | +13.53% | +13.05% | 13.22% | 8.91% | 10.97% | 12.19% | 10.76% | 8.86% | 18.67% | 15.17% | 12.75% | 11.85% | 14.60% | 11.94% | 15.73% | 13.07% | 11.87% | +12.70% | +12.19% | 14.92% | 7.95% | 10.62% | 11.40% | 13.07% | 8.58% | 21.00% | 12.85% | 14.12% | 10.85% | 13.78% | 12.99% | 15.80% | 13.21% | 14.93% | +13.07% | +13.07% | 13.32% | 7.42% | 10.85% | 10.94% | 10.03% | 8.47% | 20.00% | 14.52% | 12.50% | 9.31% | 18.36% | 12.92% | 14.92% | 13.70% | 14.44% | +12.78% | +12.92% | 14.30% | 8.40% | 10.98% | 11.17% | 12.14% | 10.18% | 22.65% | 16.65% | 11.93% | 11.52% | 19.65% | 13.76% | 13.40% | 14.74% | 12.50% | +13.60% | +12.50% | 14.21% | 9.11% | 11.44% | 11.44% | 12.49% | 7.62% | 23.45% | 16.23% | 12.54% | 13.66% | 19.64% | 13.43% | 12.93% | 12.67% | 16.06% | +13.80% | +12.93% | 12.19% | 10.35% | 12.79% | 11.30% | 12.50% | 9.66% | 23.04% | 18.02% | 10.39% | 11.48% | 16.98% | 14.59% | 13.68% | 11.49% | 11.96% | +13.36% | +12.19% | 11.25% | 11.37% | 8.31% | 12.27% | 8.53% | 11.97% | 11.21% | 17.56% | 10.66% | 8.95% | 10.89% | 11.60% | 10.66% | 13.77% | 10.69% | 11.92% | +11.35% | +11.23% | 12.36% | 10.63% | 15.08% | 11.24% | 11.83% | 13.70% | 24.39% | 13.95% | 12.27% | 13.43% | 17.66% | 15.23% | 13.44% | 11.28% | 12.28% | +13.92% | +13.43% | 12.22% | 11.39% | 14.41% | 13.01% | 10.92% | 12.65% | 26.26% | 15.00% | 10.44% | 13.03% | 17.59% | 14.97% | 14.24% | 11.62% | 12.99% | +14.05% | +13.01% | 12.27% | 9.03% | 16.19% | 15.81% | 9.22% | 12.32% | 23.60% | 12.31% | 8.32% | 11.31% | 20.85% | 14.83% | 14.87% | 10.87% | 11.89% | +13.58% | +12.31% | 11.46% | 10.60% | 13.73% | 14.82% | 9.27% | 12.23% | 20.61% | 15.55% | 9.47% | 12.14% | 18.02% | 14.70% | 15.67% | 10.81% | 13.50% | +13.50% | +13.50% | 11.36% | 8.31% | 14.69% | 14.02% | 9.52% | 10.35% | 19.12% | 13.63% | 8.70% | 9.09% | 18.93% | 14.83% | 15.02% | 10.03% | 13.05% | +12.71% | +13.05% | 12.98% | 8.63% | 13.37% | 11.83% | 10.61% | 9.49% | 21.87% | 12.97% | 12.06% | 9.76% | 16.12% | 14.98% | 13.27% | 9.89% | 10.95% | +12.59% | +12.06% | 14.32% | 8.99% | 19.17% | 9.67% | 11.66% | 10.32% | 17.68% | 16.92% | 10.85% | 10.60% | 16.27% | 18.02% | 15.71% | 12.35% | 13.01% | +13.70% | +13.01% | 14.82% | 9.97% | 15.69% | 15.06% | 8.79% | 10.71% | 20.81% | 15.32% | 10.75% | 9.30% | 16.67% | 19.34% | 18.18% | 11.42% | 13.09% | +14.00% | +14.82% | 14.38% | 11.17% | 14.68% | 10.07% | 7.25% | 10.11% | 19.17% | 15.54% | 12.83% | 8.34% | 18.01% | 18.45% | 17.89% | 12.70% | 12.86% | +13.56% | +12.86% | 11.45% | 11.01% | 12.90% | 13.12% | 7.96% | 13.87% | 17.67% | 13.27% | 12.60% | 8.23% | 15.71% | 17.40% | 14.47% | 11.60% | 11.77% | +12.87% | +12.90% | 13.17% | 10.79% | 9.89% | 12.00% | 10.24% | 10.16% | 11.12% | 17.14% | 10.85% | 10.93% | 12.68% | 10.89% | 9.85% | 15.94% | 10.72% | 10.66% | +11.69% | +10.87% | 17.22% | 11.53% | 16.20% | 11.54% | 8.51% | 12.74% | 19.46% | 15.17% | 14.14% | 8.61% | 17.47% | 21.16% | 13.58% | 12.70% | 12.53% | +14.17% | +13.58% | 15.55% | 10.97% | 15.74% | 12.33% | 11.00% | 10.39% | 25.83% | 13.53% | 13.23% | 8.90% | 14.94% | 20.33% | 14.96% | 12.86% | 11.33% | +14.13% | +13.23% | 15.84% | 10.03% | 14.18% | 11.34% | 10.94% | 12.88% | 21.72% | 13.59% | 11.70% | 7.99% | 14.67% | 17.38% | 15.73% | 12.51% | 9.80% | +13.35% | +12.88% | 14.08% | 8.94% | 18.12% | 10.69% | 11.06% | 12.41% | 18.39% | 12.99% | 11.89% | 9.43% | 14.22% | 19.46% | 16.98% | 10.90% | 9.30% | +13.26% | +12.41% | 12.77% | 10.72% | 15.29% | 11.82% | 9.37% | 13.74% | 17.82% | 12.99% | 12.52% | 8.57% | 16.90% | 18.11% | 15.78% | 11.28% | 9.88% | +13.17% | +12.77% | 15.63% | 10.11% | 15.12% | 10.51% | 10.77% | 13.39% | 15.95% | 11.41% | 10.74% | 9.47% | 21.19% | 15.75% | 17.37% | 11.59% | 10.22% | +13.28% | +11.59% | 11.88% | 9.70% | 13.05% | 9.33% | 8.66% | 12.86% | 24.12% | 12.33% | 11.87% | 9.26% | 18.14% | 16.32% | 15.74% | 12.28% | 13.55% | +13.27% | +12.33% | 13.38% | 9.50% | 13.32% | 11.83% | 10.02% | 12.31% | 20.70% | 12.03% | 11.29% | 8.39% | 19.33% | 16.24% | 15.38% | 11.24% | 10.44% | +13.03% | +12.03% | 14.86% | 9.57% | 18.46% | 10.66% | 10.97% | 14.35% | 15.85% | 12.31% | 11.64% | 7.48% | 23.75% | 11.31% | 13.65% | 12.01% | 12.11% | +13.26% | +12.11% | 11.91% | 8.42% | 15.22% | 10.38% | 12.44% | 11.81% | 16.19% | 13.39% | 10.43% | 9.54% | 15.54% | 11.30% | 13.43% | 11.97% | 14.10% | +12.41% | +11.97% | 10.27% | 16.11% | 11.82% | 11.32% | 11.44% | 13.56% | 12.47% | 11.83% | 9.51% | 11.65% | 12.22% | 10.57% | 13.45% | 13.88% | 9.73% | +11.99% | +11.82% | 11.46% | 9.16% | 11.66% | 9.55% | 12.51% | 12.37% | 17.17% | 11.62% | 10.91% | 11.26% | 17.40% | 12.75% | 12.01% | 12.09% | 13.91% | +12.39% | +12.01% | 10.26% | 10.57% | 12.56% | 10.05% | 10.26% | 13.41% | 14.76% | 12.96% | 11.57% | 9.07% | 13.49% | 12.04% | 12.78% | 10.99% | 12.69% | +11.83% | +12.04% | 9.08% | 7.99% | 13.10% | 8.97% | 9.00% | 9.52% | 18.71% | 11.92% | 11.65% | 8.66% | 14.07% | 11.83% | 14.16% | 12.74% | 12.14% | +11.57% | +11.83% | 9.33% | 8.27% | 8.69% | 9.01% | 11.59% | 17.74% | 10.46% | 13.14% | 10.95% | 12.29% | 10.85% | +11.12% | +10.85% | 13.70% | 12.39% | 9.87% | 13.21% | 10.27% | 10.58% | 11.75% | 18.10% | 9.35% | 14.74% | 11.34% | 14.94% | 9.28% | 15.12% | 12.04% | +12.44% | +12.04% | 15.24% | 8.67% | 12.20% | 9.94% | 10.36% | 10.89% | 20.30% | 11.93% | 10.22% | 14.45% | 15.63% | 10.53% | 10.42% | +12.37% | +10.89% | 14.04% | 11.15% | 10.70% | 9.52% | 9.11% | 19.53% | 12.00% | 12.83% | 11.43% | 13.68% | 12.72% | 15.88% | 11.75% | 14.07% | +12.74% | +12.36% | 11.08% | 9.84% | 13.65% | 9.71% | 10.64% | 19.21% | 13.14% | 10.59% | 10.54% | 12.79% | 12.30% | 15.94% | 11.90% | 12.82% | +12.44% | +12.10% | 13.01% | 10.97% | 10.80% | 12.49% | 9.39% | 9.00% | 11.06% | 14.24% | 11.65% | 12.24% | 9.85% | 15.06% | 12.03% | 16.19% | 13.24% | 15.92% | +12.32% | +12.13% |
| 3 | Năng lượng | Dòng tiền ngành | 2.33% | 1.51% | 2.53% | 2.85% | 7.24% | 4.41% | 3.33% | 1.84% | 5.95% | 2.29% | 2.09% | 3.85% | 5.02% | 4.60% | 2.24% | +3.47% | +2.85% | 3.78% | 1.65% | 2.47% | 2.52% | 5.98% | 2.10% | 2.17% | 3.49% | 4.74% | 2.03% | 2.64% | 2.55% | 3.55% | 3.04% | 1.64% | +2.96% | +2.55% | 2.22% | 1.83% | 2.76% | 3.77% | 8.69% | 2.58% | 2.26% | 4.68% | 4.34% | 1.79% | 2.84% | 1.78% | 3.03% | 2.43% | 1.95% | +3.13% | +2.58% | 1.28% | 2.65% | 2.13% | 2.52% | 5.43% | 5.52% | 3.51% | 1.92% | 4.64% | 3.71% | 3.91% | 3.28% | 2.95% | 4.00% | 2.15% | 1.94% | +3.22% | +3.12% | 1.95% | 4.28% | 3.27% | 2.17% | 3.62% | 4.44% | 3.76% | 2.63% | 3.93% | 3.67% | 2.48% | 4.58% | 4.31% | 4.78% | 2.69% | 1.84% | +3.40% | +3.64% | 1.25% | 2.39% | 2.99% | 3.53% | 4.83% | 10.06% | 3.45% | 1.49% | 4.06% | 3.68% | 2.92% | 4.67% | 4.11% | 3.75% | 2.56% | 1.39% | +3.72% | +3.53% | 2.15% | 2.58% | 3.02% | 2.95% | 6.60% | 7.87% | 2.54% | 1.54% | 2.12% | 6.17% | 3.90% | 2.84% | 2.70% | 3.03% | 3.94% | +3.60% | +2.95% | 2.38% | 2.99% | 3.40% | 4.35% | 4.41% | 5.38% | 4.62% | 1.26% | 2.79% | 7.08% | 3.30% | 2.34% | 4.57% | 4.18% | 3.52% | +3.77% | +3.52% | 1.74% | 2.47% | 2.03% | 6.19% | 5.04% | 5.70% | 4.60% | 1.37% | 2.21% | 4.57% | 3.02% | 4.57% | 7.71% | 3.40% | 2.87% | +3.83% | +3.40% | 1.49% | 2.46% | 2.02% | 3.02% | 7.00% | 4.27% | 2.42% | 1.39% | 2.66% | 3.89% | 1.89% | 3.09% | 4.47% | 2.85% | 2.48% | +3.03% | +2.66% | 1.88% | 1.91% | 2.64% | 3.80% | 8.42% | 3.67% | 3.00% | 2.33% | 5.39% | 3.51% | 2.50% | 2.76% | 4.67% | 2.46% | 2.73% | +3.44% | +2.76% | 2.05% | 1.72% | 3.25% | 3.18% | 10.13% | 4.03% | 3.66% | 2.20% | 5.92% | 3.16% | 2.57% | 3.17% | 5.16% | 2.99% | 2.49% | +3.71% | +3.17% | 1.36% | 2.99% | 3.00% | 2.68% | 4.56% | 7.39% | 3.54% | 1.96% | 4.26% | 3.68% | 3.00% | 4.13% | 3.76% | 4.18% | 2.48% | 1.76% | +3.53% | +3.54% | 2.12% | 2.65% | 2.96% | 4.66% | 5.48% | 6.16% | 3.95% | 1.37% | 2.35% | 6.01% | 3.33% | 3.38% | 4.73% | 3.53% | 3.43% | +3.74% | +3.43% | 1.78% | 1.92% | 2.57% | 3.33% | 8.79% | 4.01% | 3.01% | 1.98% | 4.75% | 3.54% | 2.35% | 2.99% | 4.76% | 2.75% | 2.57% | +3.41% | +2.99% | 2.60% | 1.66% | 2.61% | 3.08% | 7.26% | 3.04% | 2.58% | 3.48% | 5.14% | 2.04% | 2.58% | 2.62% | 3.77% | 3.35% | 1.97% | +3.19% | +2.62% | 1.70% | 2.48% | 2.85% | 2.17% | 3.40% | 13.61% | 3.18% | 1.51% | 3.49% | 4.18% | 2.61% | 6.27% | 4.48% | 4.59% | 2.40% | 1.43% | +3.77% | +3.02% | 1.59% | 2.92% | 2.79% | 5.18% | 3.78% | 12.19% | 5.30% | 1.36% | 2.65% | 3.00% | 3.10% | 5.03% | 5.69% | 3.87% | 2.87% | 1.33% | +4.09% | +3.10% | 1.09% | 2.67% | 3.50% | 3.37% | 5.75% | 6.22% | 3.60% | 1.32% | 4.14% | 3.72% | 3.16% | 4.13% | 4.36% | 3.46% | 2.36% | +3.52% | +3.50% | 0.83% | 2.22% | 2.93% | 2.95% | 5.33% | 6.56% | 2.74% | 1.56% | 4.86% | 3.88% | 2.71% | 3.78% | 2.77% | 2.22% | 2.71% | +3.20% | +2.77% | 0.90% | 1.60% | 2.88% | 2.69% | 4.58% | 5.86% | 1.68% | 2.15% | 2.26% | 6.28% | 2.92% | 3.59% | 3.13% | 3.04% | 4.64% | +3.21% | +2.92% | 1.58% | 2.24% | 2.67% | 3.25% | 4.89% | 4.76% | 2.23% | 1.37% | 2.09% | 7.49% | 4.37% | 3.94% | 1.97% | 3.72% | 3.97% | +3.37% | +3.25% | 1.95% | 3.90% | 3.54% | 2.78% | 8.41% | 9.72% | 2.78% | 0.97% | 2.09% | 5.23% | 3.92% | 2.71% | 2.53% | 2.93% | 3.82% | +3.82% | +2.93% | 2.99% | 2.85% | 2.84% | 3.04% | 6.07% | 9.77% | 3.28% | 1.77% | 1.97% | 5.28% | 4.54% | 2.33% | 3.26% | 2.12% | 2.89% | +3.67% | +2.99% | 2.38% | 2.20% | 2.54% | 4.12% | 13.04% | 7.25% | 2.12% | 2.68% | 2.47% | 6.22% | 2.30% | 1.99% | 2.91% | 2.24% | 2.51% | +3.80% | +2.51% | 2.23% | 2.83% | 3.56% | 2.70% | 6.02% | 7.11% | 1.71% | 1.12% | 2.44% | 7.44% | 2.94% | 2.13% | 3.45% | 3.55% | 3.93% | +3.54% | +2.94% | 2.04% | 1.83% | 2.69% | 2.09% | 4.97% | 2.99% | 3.98% | 3.94% | 1.73% | 1.96% | +2.82% | +2.39% | 2.79% | 3.77% | 4.17% | 3.25% | 4.65% | 5.84% | 2.50% | 0.78% | 3.53% | 7.37% | 4.20% | 2.10% | 3.07% | 4.77% | 3.32% | +3.74% | +3.53% | 2.25% | 2.82% | 3.38% | 4.68% | 3.09% | 5.45% | 8.17% | 1.32% | 3.32% | 8.26% | 3.38% | 1.84% | 5.09% | 4.85% | 3.83% | +4.11% | +3.38% | 1.93% | 2.82% | 2.61% | 5.40% | 3.69% | 3.78% | 4.94% | 1.06% | 2.03% | 5.36% | 2.61% | 2.59% | 5.16% | 3.73% | 3.23% | +3.40% | +3.23% | 2.28% | 2.75% | 2.13% | 5.25% | 2.80% | 6.72% | 4.58% | 1.05% | 1.95% | 5.81% | 3.90% | 4.81% | 7.41% | 3.13% | 3.02% | +3.84% | +3.13% | 1.86% | 2.30% | 1.81% | 6.93% | 3.95% | 7.02% | 5.53% | 1.88% | 1.60% | 3.66% | 3.54% | 4.95% | 9.02% | 3.34% | 2.74% | +4.01% | +3.54% | 2.01% | 2.73% | 1.85% | 7.12% | 4.89% | 4.57% | 5.04% | 1.32% | 2.58% | 4.05% | 2.26% | 4.54% | 8.05% | 4.18% | 2.86% | +3.87% | +4.05% | 1.31% | 1.77% | 2.28% | 5.39% | 8.26% | 4.68% | 4.64% | 1.34% | 3.16% | 4.85% | 2.09% | 4.28% | 7.96% | 3.01% | 2.86% | +3.86% | +3.16% | 1.74% | 2.51% | 2.03% | 4.05% | 5.13% | 4.45% | 2.89% | 1.53% | 2.33% | 3.45% | 1.87% | 3.86% | 5.33% | 3.46% | 2.35% | +3.13% | +2.89% | 1.79% | 2.35% | 1.65% | 3.07% | 5.25% | 6.29% | 2.54% | 1.25% | 2.37% | 4.67% | 1.86% | 3.04% | 5.32% | 2.85% | 2.70% | +3.13% | +2.70% | 1.52% | 2.41% | 2.15% | 2.29% | 8.13% | 4.06% | 2.42% | 1.42% | 1.95% | 4.14% | 1.89% | 3.06% | 3.89% | 2.52% | 2.37% | +2.95% | +2.41% | 1.35% | 2.09% | 1.55% | 3.75% | 5.48% | 6.40% | 2.80% | 2.01% | 4.17% | 4.49% | 5.00% | 3.21% | 2.39% | 4.09% | 2.46% | 1.77% | +3.31% | +3.01% | 1.38% | 1.96% | 2.05% | 2.89% | 8.47% | 3.42% | 2.56% | 1.39% | 4.08% | 3.54% | 1.98% | 2.99% | 4.33% | 2.64% | 2.40% | +3.07% | +2.64% | 1.18% | 3.36% | 1.67% | 3.12% | 8.95% | 2.65% | 2.07% | 3.20% | 5.10% | 3.25% | 1.97% | 2.86% | 3.76% | 2.95% | 2.66% | +3.25% | +2.95% | 1.41% | 2.39% | 1.58% | 4.36% | 8.64% | 2.27% | 2.26% | 2.63% | 6.27% | 3.49% | 2.49% | 2.93% | 3.83% | 3.03% | 2.99% | +3.37% | +2.93% | 1.68% | 2.13% | 2.51% | 4.05% | 8.61% | 2.79% | 3.05% | 2.11% | 5.84% | 2.41% | 2.32% | 3.83% | 4.33% | 2.47% | 2.97% | +3.41% | +2.79% | 2.39% | 1.63% | 3.42% | 3.43% | 8.42% | 3.93% | 3.39% | 1.46% | 4.02% | 4.21% | 2.08% | 2.45% | 4.22% | 1.66% | 2.85% | +3.30% | +3.39% | 2.16% | 1.62% | 3.11% | 3.90% | 7.96% | 4.87% | 3.31% | 1.57% | 4.45% | 4.25% | 2.89% | 1.98% | 5.40% | 2.09% | 2.07% | +3.44% | +3.11% | 1.61% | 1.76% | 3.12% | 2.46% | 6.28% | 5.42% | 2.84% | 1.64% | 5.19% | 2.81% | 2.27% | 2.24% | 6.23% | 2.68% | 2.47% | +3.27% | +2.68% | 2.15% | 1.79% | 3.72% | 3.09% | 11.13% | 3.02% | 4.23% | 1.35% | 6.68% | 3.61% | 1.69% | 1.94% | 5.18% | 3.15% | 2.22% | +3.66% | +3.09% | 1.71% | 1.70% | 3.23% | 3.70% | 11.75% | 3.72% | 3.58% | 2.45% | 5.72% | 3.67% | 2.32% | 3.35% | 6.08% | 2.70% | 2.52% | +3.88% | +3.35% | 2.06% | 1.84% | 2.71% | 2.70% | 10.34% | 4.65% | 2.18% | 3.49% | 5.98% | 2.38% | 3.48% | 3.44% | 5.10% | 3.47% | 2.60% | +3.76% | +3.44% | 0.96% | 3.01% | 2.05% | 2.50% | 5.62% | 6.98% | 3.27% | 1.63% | 3.83% | 2.86% | 3.32% | 3.45% | 2.16% | 3.93% | 2.16% | 1.77% | +3.09% | +2.93% | 2.47% | 1.67% | 3.91% | 2.79% | 6.20% | 3.47% | 4.73% | 2.04% | 7.24% | 2.86% | 2.98% | 5.05% | 4.25% | 4.09% | 2.65% | +3.76% | +3.47% | 2.51% | 1.46% | 2.35% | 2.94% | 6.13% | 5.38% | 4.05% | 1.74% | 5.83% | 2.76% | 2.87% | 4.73% | 4.56% | 4.93% | 2.76% | +3.67% | +2.94% | 2.11% | 1.07% | 2.17% | 2.96% | 9.91% | 4.55% | 3.59% | 1.85% | 5.54% | 1.54% | 2.06% | 3.72% | 4.73% | 5.17% | 2.37% | +3.55% | +2.96% | 2.40% | 1.57% | 2.15% | 2.23% | 7.51% | 3.96% | 2.92% | 1.64% | 5.09% | 2.55% | 1.52% | 3.69% | 6.72% | 4.17% | 1.57% | +3.31% | +2.55% | 2.27% | 1.85% | 1.93% | 4.65% | 6.45% | 3.92% | 2.13% | 2.57% | 4.70% | 1.82% | 1.59% | 3.09% | 4.34% | 3.45% | 1.52% | +3.09% | +2.57% | 2.75% | 1.87% | 3.14% | 2.04% | 5.94% | 2.89% | 2.89% | 4.05% | 5.22% | 2.61% | 1.00% | 2.79% | 3.61% | 2.97% | 1.44% | +3.01% | +2.89% | 5.44% | 1.47% | 2.24% | 2.08% | 5.25% | 2.45% | 2.41% | 2.92% | 5.21% | 1.88% | 3.15% | 2.76% | 4.19% | 2.74% | 2.19% | +3.09% | +2.74% | 3.12% | 1.78% | 2.38% | 3.08% | 4.82% | 1.66% | 2.16% | 4.54% | 4.94% | 1.92% | 3.16% | 3.07% | 4.18% | 3.04% | 1.41% | +3.02% | +3.07% | 4.13% | 1.35% | 2.48% | 2.43% | 8.19% | 1.53% | 2.18% | 3.19% | 3.81% | 1.69% | 2.69% | 1.80% | 3.06% | 3.72% | 1.45% | +2.91% | +2.48% | 2.91% | 1.31% | 2.11% | 1.83% | 7.59% | 1.88% | 3.18% | 3.32% | 4.63% | 1.89% | 2.60% | 1.61% | 3.12% | 3.11% | 1.62% | +2.85% | +2.60% | 1.18% | 2.63% | 1.82% | 5.87% | 4.60% | 3.82% | 1.99% | 5.31% | 3.79% | 3.64% | 3.50% | 3.97% | 4.35% | 2.28% | 2.25% | +3.40% | +3.64% | 2.13% | 1.19% | 2.11% | 3.87% | 10.14% | 3.82% | 2.18% | 4.23% | 4.50% | 1.79% | 2.38% | 2.12% | 2.92% | 2.46% | 1.97% | +3.19% | +2.38% | 2.09% | 1.81% | 4.41% | 4.64% | 9.21% | 2.85% | 1.96% | 6.34% | 4.23% | 1.80% | 2.64% | 1.55% | 2.92% | 1.78% | 2.42% | +3.38% | +2.64% | 2.00% | 1.92% | 1.83% | 4.87% | 9.51% | 2.56% | 2.01% | 4.94% | 3.89% | 1.49% | 2.67% | 1.70% | 3.01% | 1.74% | 1.91% | +3.07% | +2.01% | 2.31% | 2.98% | 3.83% | 5.14% | 1.50% | 1.39% | 2.25% | 3.96% | 2.09% | 3.05% | 1.91% | +2.77% | +2.31% | 1.78% | 2.73% | 3.02% | 2.10% | 4.33% | 4.03% | 4.13% | 1.62% | 5.63% | 3.83% | 3.21% | 2.96% | 3.79% | 3.63% | 1.90% | +3.24% | +3.21% | 1.64% | 2.94% | 2.27% | 4.30% | 5.59% | 3.44% | 2.49% | 4.09% | 3.07% | 3.01% | 4.25% | 2.67% | 1.64% | +3.18% | +3.01% | 1.80% | 5.67% | 3.01% | 3.39% | 4.02% | 3.59% | 2.97% | 3.74% | 2.18% | 4.02% | 3.59% | 5.20% | 2.07% | 2.23% | +3.39% | +3.49% | 4.22% | 3.53% | 1.96% | 4.37% | 4.41% | 2.43% | 3.57% | 3.60% | 2.04% | 6.87% | 3.57% | 5.92% | 2.63% | 1.80% | +3.64% | +3.57% | 2.44% | 3.52% | 3.24% | 2.31% | 2.82% | 3.61% | 3.60% | 1.91% | 4.75% | 3.83% | 2.47% | 4.77% | 5.23% | 5.38% | 3.17% | 1.70% | +3.42% | +3.38% |
| 4 | Tiêu dùng không thiết yếu | Dòng tiền ngành | 8.71% | 8.17% | 8.47% | 12.27% | 10.75% | 12.99% | 12.47% | 11.09% | 9.64% | 8.50% | 7.40% | 7.79% | 8.80% | 7.91% | 7.94% | +9.53% | +8.71% | 10.06% | 6.99% | 7.06% | 11.31% | 16.93% | 14.86% | 9.61% | 8.36% | 9.37% | 7.98% | 8.44% | 8.90% | 7.47% | 7.48% | 8.64% | +9.56% | +8.64% | 8.79% | 8.14% | 6.89% | 10.96% | 14.09% | 20.05% | 10.61% | 9.46% | 9.00% | 9.48% | 7.36% | 8.31% | 6.40% | 8.03% | 8.28% | +9.72% | +8.79% | 8.33% | 10.25% | 9.33% | 8.39% | 11.71% | 14.23% | 15.35% | 7.69% | 8.08% | 9.49% | 10.86% | 6.67% | 9.43% | 6.69% | 7.75% | 7.53% | +9.48% | +8.86% | 7.05% | 9.00% | 6.92% | 8.81% | 10.75% | 15.80% | 16.54% | 8.04% | 6.51% | 10.63% | 9.47% | 6.33% | 9.45% | 7.29% | 7.02% | 7.96% | +9.22% | +8.43% | 10.54% | 8.84% | 6.03% | 9.17% | 8.86% | 16.60% | 15.96% | 7.40% | 6.17% | 11.33% | 9.71% | 7.35% | 10.28% | 5.96% | 8.55% | 7.30% | +9.52% | +8.86% | 12.45% | 8.50% | 7.52% | 11.62% | 7.63% | 17.57% | 15.04% | 8.08% | 6.06% | 9.96% | 11.54% | 6.92% | 11.84% | 6.82% | 8.21% | +9.98% | +8.50% | 10.61% | 8.03% | 8.43% | 10.34% | 7.91% | 17.49% | 16.83% | 8.54% | 7.12% | 10.63% | 10.17% | 5.43% | 9.05% | 6.78% | 9.94% | +9.82% | +9.05% | 10.84% | 9.25% | 8.73% | 10.94% | 10.91% | 14.59% | 18.88% | 12.23% | 7.74% | 9.80% | 9.93% | 5.24% | 9.88% | 7.93% | 8.84% | +10.38% | +9.88% | 11.92% | 7.71% | 9.83% | 10.45% | 11.04% | 13.24% | 15.52% | 11.49% | 7.98% | 12.31% | 9.51% | 5.85% | 8.16% | 8.25% | 10.97% | +10.28% | +10.45% | 10.85% | 7.44% | 7.96% | 9.66% | 12.12% | 11.45% | 13.03% | 11.99% | 10.07% | 11.15% | 10.00% | 6.65% | 8.92% | 7.62% | 10.00% | +9.93% | +10.00% | 9.76% | 7.89% | 6.24% | 10.87% | 11.08% | 11.86% | 11.49% | 11.90% | 10.71% | 9.19% | 10.63% | 7.83% | 9.01% | 8.09% | 7.76% | +9.62% | +9.76% | 9.19% | 9.38% | 6.60% | 8.72% | 10.02% | 15.60% | 15.91% | 7.67% | 7.01% | 10.65% | 9.90% | 6.86% | 9.78% | 6.64% | 7.91% | 7.68% | +9.46% | +9.19% | 11.37% | 8.69% | 8.16% | 10.90% | 8.62% | 16.18% | 17.06% | 9.66% | 6.86% | 10.16% | 10.42% | 5.76% | 10.47% | 7.30% | 9.04% | +10.04% | +9.66% | 10.91% | 7.72% | 8.20% | 10.30% | 11.39% | 12.32% | 13.42% | 11.80% | 9.66% | 10.98% | 10.11% | 6.77% | 8.73% | 7.95% | 9.76% | +10.00% | +10.11% | 9.06% | 7.79% | 7.46% | 11.45% | 13.73% | 15.79% | 10.87% | 9.50% | 9.38% | 8.62% | 7.67% | 8.42% | 7.43% | 7.79% | 8.26% | +9.55% | +8.62% | 7.28% | 8.99% | 5.33% | 9.02% | 9.79% | 19.89% | 18.38% | 8.26% | 7.17% | 12.68% | 8.27% | 7.80% | 10.02% | 5.88% | 8.50% | 7.59% | +9.68% | +8.39% | 9.50% | 7.34% | 5.86% | 8.65% | 9.47% | 14.39% | 14.99% | 7.85% | 5.69% | 11.13% | 9.38% | 7.20% | 10.85% | 5.50% | 8.65% | 6.75% | +9.10% | +8.65% | 9.95% | 8.67% | 5.89% | 10.38% | 8.22% | 13.61% | 14.46% | 6.09% | 5.98% | 10.95% | 11.35% | 7.41% | 9.47% | 5.89% | 8.08% | +9.09% | +8.67% | 13.31% | 9.61% | 6.94% | 8.90% | 8.74% | 17.03% | 16.09% | 7.39% | 6.09% | 9.57% | 9.80% | 6.80% | 9.95% | 6.53% | 8.42% | +9.68% | +8.90% | 14.26% | 9.32% | 6.61% | 12.82% | 7.90% | 16.57% | 16.92% | 7.94% | 5.88% | 9.64% | 10.78% | 7.13% | 11.21% | 6.14% | 8.03% | +10.08% | +9.32% | 12.83% | 8.41% | 6.94% | 12.31% | 6.30% | 16.91% | 17.29% | 7.02% | 5.57% | 10.47% | 11.73% | 7.63% | 12.00% | 6.96% | 8.40% | +10.05% | +8.41% | 12.34% | 9.24% | 7.68% | 9.77% | 8.26% | 15.97% | 15.18% | 7.82% | 6.03% | 9.97% | 11.25% | 6.75% | 11.66% | 7.49% | 6.86% | +9.75% | +9.24% | 11.89% | 8.59% | 8.58% | 9.93% | 8.06% | 20.53% | 13.59% | 9.66% | 7.08% | 9.70% | 11.76% | 7.17% | 12.71% | 7.03% | 10.15% | +10.43% | +9.70% | 12.42% | 8.21% | 8.70% | 8.47% | 6.31% | 18.08% | 13.94% | 8.23% | 6.16% | 8.66% | 11.52% | 6.23% | 10.74% | 7.65% | 14.76% | +10.00% | +8.66% | 11.63% | 8.55% | 8.74% | 8.64% | 8.15% | 20.45% | 16.28% | 9.03% | 7.60% | 8.90% | 10.00% | 5.53% | 10.22% | 6.89% | 9.26% | +9.99% | +8.90% | 10.07% | 7.68% | 16.65% | 7.71% | 8.55% | 8.78% | 11.54% | 6.15% | 8.86% | 8.26% | +9.42% | +8.66% | 10.76% | 9.07% | 7.64% | 12.22% | 7.53% | 16.54% | 17.66% | 8.99% | 7.62% | 9.34% | 10.57% | 5.41% | 9.54% | 6.41% | 10.13% | +9.96% | +9.34% | 9.58% | 7.73% | 7.75% | 10.92% | 8.34% | 16.38% | 15.72% | 8.02% | 7.45% | 12.42% | 10.59% | 5.46% | 8.19% | 6.20% | 8.76% | +9.57% | +8.34% | 10.03% | 7.32% | 9.47% | 10.11% | 7.59% | 16.86% | 18.13% | 8.28% | 6.40% | 12.53% | 9.53% | 5.46% | 8.72% | 8.10% | 10.51% | +9.94% | +9.47% | 10.23% | 7.76% | 8.41% | 11.65% | 8.60% | 14.38% | 16.74% | 11.73% | 7.12% | 9.87% | 8.22% | 4.67% | 9.40% | 8.17% | 8.99% | +9.73% | +8.99% | 11.02% | 8.30% | 7.47% | 11.22% | 11.06% | 14.59% | 18.78% | 11.10% | 7.90% | 10.64% | 10.65% | 4.82% | 10.01% | 7.71% | 8.23% | +10.23% | +10.64% | 9.54% | 9.64% | 9.95% | 11.43% | 11.19% | 15.91% | 20.39% | 12.41% | 7.78% | 8.49% | 10.31% | 5.70% | 9.93% | 7.21% | 8.90% | +10.58% | +9.93% | 11.98% | 10.20% | 9.95% | 9.10% | 11.94% | 13.80% | 19.08% | 15.04% | 9.00% | 10.36% | 10.02% | 5.98% | 9.82% | 8.26% | 9.37% | +10.93% | +10.02% | 11.43% | 10.68% | 10.09% | 9.93% | 11.75% | 14.36% | 17.38% | 12.59% | 7.34% | 13.16% | 11.00% | 5.16% | 9.72% | 8.08% | 12.72% | +11.03% | +11.00% | 11.28% | 7.67% | 10.37% | 9.27% | 10.45% | 14.37% | 16.05% | 10.25% | 6.69% | 12.58% | 8.88% | 5.93% | 8.13% | 8.83% | 10.99% | +10.12% | +10.25% | 11.87% | 8.03% | 10.13% | 11.78% | 11.19% | 13.01% | 16.81% | 11.64% | 7.95% | 11.89% | 11.36% | 5.61% | 7.24% | 8.22% | 10.63% | +10.49% | +11.19% | 8.41% | 10.47% | 8.76% | 8.58% | 13.79% | 11.32% | 16.28% | 8.63% | 8.72% | 9.08% | 10.87% | 6.18% | 11.22% | 6.70% | 6.70% | 7.40% | +9.57% | +8.74% | 13.09% | 7.45% | 9.42% | 10.24% | 11.32% | 12.96% | 13.34% | 12.57% | 9.01% | 12.00% | 8.55% | 5.91% | 8.78% | 7.80% | 10.01% | +10.16% | +10.01% | 11.46% | 7.00% | 7.89% | 9.89% | 10.86% | 11.33% | 15.29% | 9.09% | 9.81% | 11.67% | 8.93% | 6.45% | 8.10% | 8.14% | 10.20% | +9.74% | +9.81% | 13.46% | 6.78% | 8.73% | 9.81% | 12.43% | 12.05% | 12.96% | 14.42% | 9.17% | 11.44% | 9.29% | 6.18% | 7.69% | 7.90% | 9.32% | +10.11% | +9.32% | 10.73% | 6.52% | 5.97% | 8.73% | 13.38% | 11.81% | 11.49% | 11.20% | 10.50% | 11.56% | 8.75% | 6.95% | 8.59% | 7.34% | 11.77% | +9.69% | +10.50% | 10.89% | 7.70% | 8.92% | 10.18% | 12.50% | 10.78% | 13.49% | 12.51% | 11.35% | 11.02% | 9.35% | 6.45% | 8.35% | 6.68% | 9.67% | +9.99% | +10.18% | 9.48% | 7.81% | 7.43% | 9.96% | 10.85% | 10.95% | 15.09% | 11.64% | 9.22% | 10.44% | 11.23% | 6.69% | 10.38% | 8.34% | 9.47% | +9.93% | +9.96% | 7.66% | 7.81% | 6.15% | 10.09% | 11.30% | 12.39% | 12.21% | 9.20% | 11.06% | 9.20% | 12.39% | 7.22% | 10.16% | 7.87% | 8.84% | +9.57% | +9.20% | 11.10% | 8.24% | 7.82% | 9.88% | 12.18% | 10.77% | 10.27% | 11.97% | 12.04% | 11.10% | 11.65% | 7.14% | 9.07% | 7.84% | 8.00% | +9.94% | +10.27% | 9.41% | 8.02% | 5.19% | 12.00% | 10.74% | 10.61% | 9.55% | 13.58% | 10.05% | 7.78% | 11.14% | 8.18% | 9.23% | 8.46% | 7.63% | +9.44% | +9.41% | 9.46% | 7.57% | 5.81% | 10.17% | 10.54% | 13.19% | 12.32% | 12.28% | 10.16% | 9.39% | 10.17% | 8.30% | 8.89% | 8.19% | 7.16% | +9.57% | +9.46% | 9.05% | 10.74% | 10.10% | 8.56% | 11.37% | 14.92% | 16.86% | 6.80% | 8.73% | 10.79% | 9.81% | 6.43% | 9.75% | 6.61% | 8.97% | 6.75% | +9.76% | +9.40% | 8.69% | 7.66% | 6.69% | 11.92% | 10.26% | 14.54% | 13.19% | 10.30% | 9.04% | 8.74% | 7.48% | 7.68% | 8.84% | 7.80% | 7.63% | +9.36% | +8.74% | 8.84% | 8.05% | 8.73% | 13.19% | 10.36% | 12.87% | 11.46% | 11.79% | 10.16% | 7.81% | 7.17% | 7.48% | 8.18% | 8.47% | 8.74% | +9.55% | +8.74% | 8.33% | 8.59% | 9.43% | 12.34% | 9.74% | 10.50% | 13.31% | 12.38% | 9.71% | 8.05% | 6.57% | 7.59% | 8.60% | 8.13% | 8.38% | +9.44% | +8.60% | 8.50% | 7.89% | 8.92% | 12.07% | 13.34% | 14.75% | 12.55% | 10.71% | 9.58% | 8.94% | 7.66% | 7.78% | 9.49% | 7.27% | 6.86% | +9.75% | +8.94% | 9.27% | 8.65% | 8.11% | 11.59% | 10.34% | 13.24% | 13.10% | 9.44% | 9.63% | 8.47% | 8.43% | 8.38% | 8.97% | 8.43% | 9.81% | +9.72% | +9.27% | 9.97% | 7.32% | 6.07% | 10.20% | 12.55% | 11.33% | 10.50% | 8.35% | 9.94% | 7.47% | 10.17% | 8.24% | 8.33% | 7.94% | 7.74% | +9.07% | +8.35% | 9.73% | 7.26% | 6.11% | 10.56% | 17.65% | 13.92% | 10.57% | 8.84% | 10.01% | 8.80% | 9.00% | 9.24% | 7.58% | 7.04% | 7.65% | +9.60% | +9.00% | 9.74% | 6.57% | 8.10% | 12.15% | 21.54% | 15.62% | 9.33% | 7.42% | 9.09% | 7.41% | 8.36% | 9.81% | 7.76% | 7.35% | 8.60% | +9.92% | +8.60% | 11.30% | 6.24% | 7.48% | 12.00% | 14.89% | 17.85% | 9.23% | 8.21% | 8.31% | 8.46% | 7.33% | 8.41% | 7.44% | 6.40% | 9.49% | +9.54% | +8.41% | 9.78% | 7.40% | 7.96% | 11.85% | 15.30% | 16.03% | 8.83% | 9.11% | 7.99% | 8.02% | 7.13% | 8.87% | 6.35% | 7.92% | 7.73% | +9.35% | +8.02% | 7.77% | 9.99% | 9.08% | 9.56% | 15.84% | 14.27% | 7.45% | 7.31% | 9.16% | 11.51% | 6.79% | 8.76% | 7.60% | 6.82% | 8.02% | +9.33% | +8.76% | 9.13% | 7.95% | 7.17% | 11.07% | 14.86% | 17.44% | 12.20% | 8.60% | 8.66% | 9.43% | 7.12% | 7.63% | 5.84% | 7.43% | 7.87% | +9.49% | +8.60% | 7.70% | 7.94% | 4.35% | 9.00% | 12.83% | 14.34% | 9.53% | 9.75% | 10.47% | 9.01% | 7.12% | 8.51% | 6.34% | 9.07% | 9.61% | +9.04% | +9.01% | 7.94% | 9.34% | 8.82% | 11.66% | 13.63% | 33.82% | 10.49% | 10.58% | 9.10% | 11.23% | 7.80% | 7.92% | 6.94% | 8.37% | 8.19% | +11.06% | +9.10% | 10.28% | 7.73% | 11.80% | 13.56% | 16.44% | 10.86% | 11.31% | 7.55% | 8.65% | 7.23% | 8.09% | +10.32% | +10.28% | 7.58% | 9.86% | 8.50% | 7.65% | 11.31% | 14.82% | 14.12% | 7.40% | 6.60% | 9.58% | 11.28% | 7.28% | 7.41% | 7.70% | 8.16% | +9.28% | +8.16% | 7.32% | 7.29% | 9.00% | 9.59% | 16.14% | 16.25% | 7.89% | 7.52% | 9.03% | 6.88% | 7.71% | 6.59% | 7.97% | +9.17% | +7.89% | 6.52% | 9.67% | 6.86% | 11.92% | 14.49% | 8.70% | 5.43% | 10.11% | 9.53% | 6.23% | 7.47% | 6.39% | 7.17% | 8.76% | +8.52% | +8.08% | 9.13% | 6.28% | 9.18% | 11.08% | 15.76% | 7.21% | 5.53% | 10.58% | 9.50% | 6.12% | 9.37% | 7.14% | 6.55% | 8.26% | +8.69% | +8.69% | 7.17% | 8.59% | 6.59% | 8.34% | 9.68% | 16.81% | 16.74% | 8.49% | 5.90% | 11.77% | 9.84% | 6.03% | 10.71% | 6.43% | 8.09% | 7.08% | +9.27% | +8.42% |
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | Nguyên vật liệu | Dòng tiền ngành | 14.68% | 10.21% | 15.93% | 11.51% | 10.36% | 12.32% | 21.15% | 13.80% | 12.80% | 8.75% | 15.28% | 18.89% | 16.05% | 12.17% | 10.54% | +13.63% | +12.80% | 13.56% | 9.63% | 14.59% | 10.75% | 10.04% | 13.17% | 18.64% | 12.09% | 11.64% | 8.65% | 20.37% | 14.59% | 14.96% | 11.73% | 11.59% | +13.07% | +12.09% | 10.47% | 9.02% | 12.87% | 9.67% | 10.99% | 11.79% | 17.08% | 12.48% | 11.09% | 9.71% | 14.65% | 11.82% | 12.81% | 11.98% | 13.05% | +11.97% | +11.82% | 11.93% | 12.93% | 9.39% | 12.37% | 10.09% | 10.98% | 11.94% | 16.87% | 10.79% | 11.41% | 11.56% | 12.39% | 10.10% | 14.26% | 11.68% | 10.93% | +11.85% | +11.62% | 14.17% | 11.00% | 10.07% | 12.98% | 9.58% | 9.51% | 10.91% | 18.67% | 11.62% | 11.79% | 10.46% | 14.22% | 12.96% | 15.75% | 12.05% | 13.52% | +12.45% | +11.92% | 13.24% | 10.88% | 10.17% | 14.31% | 10.04% | 8.45% | 16.59% | 12.67% | 9.52% | 11.81% | 10.35% | 12.49% | 18.96% | 14.99% | 11.37% | 11.63% | +12.39% | +11.81% | 13.94% | 10.18% | 11.45% | 14.99% | 10.82% | 11.05% | 19.26% | 12.85% | 7.91% | 11.67% | 11.96% | 12.85% | 15.41% | 11.16% | 9.82% | +12.35% | +11.67% | 12.53% | 9.27% | 14.32% | 12.34% | 10.36% | 9.78% | 19.03% | 12.37% | 10.76% | 10.66% | 15.14% | 14.55% | 16.37% | 11.72% | 12.45% | +12.78% | +12.37% | 13.80% | 8.39% | 11.73% | 11.65% | 11.31% | 8.85% | 20.64% | 14.77% | 13.02% | 11.51% | 15.24% | 12.55% | 15.41% | 13.33% | 13.78% | +13.07% | +13.02% | 12.82% | 10.11% | 12.79% | 11.40% | 12.16% | 10.44% | 24.18% | 16.43% | 11.64% | 12.55% | 18.27% | 14.34% | 13.46% | 12.48% | 13.36% | +13.76% | +12.79% | 12.10% | 9.15% | 14.60% | 13.99% | 9.75% | 10.85% | 20.77% | 13.68% | 9.74% | 10.89% | 18.12% | 15.14% | 14.85% | 10.59% | 12.31% | +13.10% | +12.31% | 14.39% | 10.73% | 15.56% | 11.78% | 8.46% | 11.62% | 19.11% | 15.03% | 11.94% | 8.94% | 16.93% | 18.76% | 16.17% | 12.00% | 12.69% | +13.61% | +12.69% | 12.89% | 11.63% | 10.07% | 13.05% | 9.90% | 9.55% | 13.82% | 15.46% | 10.52% | 11.70% | 10.68% | 12.85% | 14.45% | 15.05% | 11.64% | 12.36% | +12.22% | +11.70% | 13.41% | 9.13% | 12.70% | 12.78% | 10.81% | 9.68% | 19.73% | 13.31% | 10.23% | 11.24% | 14.37% | 13.28% | 15.68% | 12.29% | 12.08% | +12.72% | +12.70% | 13.11% | 10.13% | 14.19% | 12.39% | 9.82% | 10.85% | 21.44% | 15.01% | 11.05% | 10.89% | 17.69% | 16.02% | 14.86% | 11.60% | 12.81% | +13.46% | +12.81% | 12.14% | 9.64% | 14.30% | 10.56% | 10.44% | 12.45% | 18.92% | 12.70% | 11.98% | 9.01% | 16.40% | 14.76% | 14.43% | 11.95% | 11.65% | +12.76% | +12.14% | 13.75% | 10.42% | 10.67% | 14.16% | 8.93% | 7.06% | 12.80% | 12.77% | 11.96% | 12.14% | 7.89% | 15.11% | 19.76% | 17.38% | 11.77% | 12.08% | +12.42% | +12.11% | 13.56% | 12.19% | 9.55% | 14.27% | 10.23% | 7.47% | 16.02% | 12.01% | 7.95% | 11.55% | 10.72% | 12.82% | 20.21% | 15.77% | 12.15% | 10.78% | +12.43% | +12.15% | 12.48% | 9.34% | 10.00% | 15.19% | 9.97% | 10.35% | 15.44% | 10.87% | 7.94% | 11.73% | 10.74% | 10.60% | 18.88% | 12.71% | 11.53% | +11.85% | +10.87% | 12.80% | 11.29% | 10.41% | 13.75% | 10.89% | 9.38% | 18.37% | 13.69% | 9.93% | 11.68% | 11.38% | 12.56% | 18.02% | 13.69% | 9.95% | +12.52% | +11.68% | 14.58% | 11.53% | 8.57% | 14.32% | 10.37% | 10.87% | 19.67% | 14.09% | 8.30% | 11.18% | 11.00% | 10.95% | 17.28% | 12.01% | 10.46% | +12.35% | +11.18% | 16.61% | 11.20% | 10.46% | 14.64% | 13.52% | 10.71% | 20.53% | 12.80% | 7.96% | 12.10% | 9.18% | 10.03% | 13.98% | 10.16% | 8.99% | +12.19% | +11.20% | 12.78% | 10.69% | 12.38% | 15.90% | 10.13% | 12.37% | 19.31% | 11.62% | 7.75% | 12.17% | 11.56% | 13.09% | 15.96% | 10.39% | 9.83% | +12.40% | +12.17% | 12.30% | 9.39% | 13.22% | 15.96% | 9.60% | 9.96% | 20.19% | 13.05% | 7.43% | 11.30% | 14.22% | 15.28% | 16.54% | 12.02% | 9.69% | +12.68% | +12.30% | 13.72% | 9.52% | 17.79% | 16.40% | 7.62% | 10.54% | 17.56% | 11.77% | 9.07% | 12.99% | 14.56% | 13.70% | 16.04% | 10.71% | 9.74% | +12.78% | +12.99% | 13.38% | 10.48% | 14.69% | 11.24% | 9.94% | 10.41% | 24.31% | 11.23% | 9.75% | 10.70% | 14.30% | 15.02% | 17.02% | 12.85% | 13.52% | +13.26% | +12.85% | 9.34% | 12.83% | 9.00% | 18.46% | 10.06% | 13.55% | 10.92% | 12.67% | 10.75% | 11.91% | +11.95% | +11.42% | 12.14% | 9.29% | 12.83% | 12.31% | 9.69% | 10.58% | 19.98% | 11.45% | 10.52% | 9.37% | 12.71% | 15.68% | 15.84% | 10.67% | 12.69% | +12.38% | +12.14% | 12.33% | 8.69% | 13.04% | 13.02% | 10.84% | 9.23% | 15.99% | 12.78% | 11.38% | 9.22% | 15.82% | 14.62% | 15.97% | 11.36% | 12.61% | +12.46% | +12.61% | 12.04% | 9.38% | 13.40% | 11.99% | 11.01% | 9.31% | 16.60% | 15.14% | 12.67% | 12.83% | 17.54% | 12.78% | 17.46% | 12.31% | 11.87% | +13.09% | +12.67% | 12.88% | 9.28% | 13.05% | 11.93% | 10.67% | 8.20% | 22.40% | 16.94% | 12.81% | 14.40% | 13.98% | 12.57% | 15.76% | 13.89% | 14.15% | +13.53% | +13.05% | 13.22% | 8.91% | 10.97% | 12.19% | 10.76% | 8.86% | 18.67% | 15.17% | 12.75% | 11.85% | 14.60% | 11.94% | 15.73% | 13.07% | 11.87% | +12.70% | +12.19% | 14.92% | 7.95% | 10.62% | 11.40% | 13.07% | 8.58% | 21.00% | 12.85% | 14.12% | 10.85% | 13.78% | 12.99% | 15.80% | 13.21% | 14.93% | +13.07% | +13.07% | 13.32% | 7.42% | 10.85% | 10.94% | 10.03% | 8.47% | 20.00% | 14.52% | 12.50% | 9.31% | 18.36% | 12.92% | 14.92% | 13.70% | 14.44% | +12.78% | +12.92% | 14.30% | 8.40% | 10.98% | 11.17% | 12.14% | 10.18% | 22.65% | 16.65% | 11.93% | 11.52% | 19.65% | 13.76% | 13.40% | 14.74% | 12.50% | +13.60% | +12.50% | 14.21% | 9.11% | 11.44% | 11.44% | 12.49% | 7.62% | 23.45% | 16.23% | 12.54% | 13.66% | 19.64% | 13.43% | 12.93% | 12.67% | 16.06% | +13.80% | +12.93% | 12.19% | 10.35% | 12.79% | 11.30% | 12.50% | 9.66% | 23.04% | 18.02% | 10.39% | 11.48% | 16.98% | 14.59% | 13.68% | 11.49% | 11.96% | +13.36% | +12.19% | 11.25% | 11.37% | 8.31% | 12.27% | 8.53% | 11.97% | 11.21% | 17.56% | 10.66% | 8.95% | 10.89% | 11.60% | 10.66% | 13.77% | 10.69% | 11.92% | +11.35% | +11.23% | 12.36% | 10.63% | 15.08% | 11.24% | 11.83% | 13.70% | 24.39% | 13.95% | 12.27% | 13.43% | 17.66% | 15.23% | 13.44% | 11.28% | 12.28% | +13.92% | +13.43% | 12.22% | 11.39% | 14.41% | 13.01% | 10.92% | 12.65% | 26.26% | 15.00% | 10.44% | 13.03% | 17.59% | 14.97% | 14.24% | 11.62% | 12.99% | +14.05% | +13.01% | 12.27% | 9.03% | 16.19% | 15.81% | 9.22% | 12.32% | 23.60% | 12.31% | 8.32% | 11.31% | 20.85% | 14.83% | 14.87% | 10.87% | 11.89% | +13.58% | +12.31% | 11.46% | 10.60% | 13.73% | 14.82% | 9.27% | 12.23% | 20.61% | 15.55% | 9.47% | 12.14% | 18.02% | 14.70% | 15.67% | 10.81% | 13.50% | +13.50% | +13.50% | 11.36% | 8.31% | 14.69% | 14.02% | 9.52% | 10.35% | 19.12% | 13.63% | 8.70% | 9.09% | 18.93% | 14.83% | 15.02% | 10.03% | 13.05% | +12.71% | +13.05% | 12.98% | 8.63% | 13.37% | 11.83% | 10.61% | 9.49% | 21.87% | 12.97% | 12.06% | 9.76% | 16.12% | 14.98% | 13.27% | 9.89% | 10.95% | +12.59% | +12.06% | 14.32% | 8.99% | 19.17% | 9.67% | 11.66% | 10.32% | 17.68% | 16.92% | 10.85% | 10.60% | 16.27% | 18.02% | 15.71% | 12.35% | 13.01% | +13.70% | +13.01% | 14.82% | 9.97% | 15.69% | 15.06% | 8.79% | 10.71% | 20.81% | 15.32% | 10.75% | 9.30% | 16.67% | 19.34% | 18.18% | 11.42% | 13.09% | +14.00% | +14.82% | 14.38% | 11.17% | 14.68% | 10.07% | 7.25% | 10.11% | 19.17% | 15.54% | 12.83% | 8.34% | 18.01% | 18.45% | 17.89% | 12.70% | 12.86% | +13.56% | +12.86% | 11.45% | 11.01% | 12.90% | 13.12% | 7.96% | 13.87% | 17.67% | 13.27% | 12.60% | 8.23% | 15.71% | 17.40% | 14.47% | 11.60% | 11.77% | +12.87% | +12.90% | 13.17% | 10.79% | 9.89% | 12.00% | 10.24% | 10.16% | 11.12% | 17.14% | 10.85% | 10.93% | 12.68% | 10.89% | 9.85% | 15.94% | 10.72% | 10.66% | +11.69% | +10.87% | 17.22% | 11.53% | 16.20% | 11.54% | 8.51% | 12.74% | 19.46% | 15.17% | 14.14% | 8.61% | 17.47% | 21.16% | 13.58% | 12.70% | 12.53% | +14.17% | +13.58% | 15.55% | 10.97% | 15.74% | 12.33% | 11.00% | 10.39% | 25.83% | 13.53% | 13.23% | 8.90% | 14.94% | 20.33% | 14.96% | 12.86% | 11.33% | +14.13% | +13.23% | 15.84% | 10.03% | 14.18% | 11.34% | 10.94% | 12.88% | 21.72% | 13.59% | 11.70% | 7.99% | 14.67% | 17.38% | 15.73% | 12.51% | 9.80% | +13.35% | +12.88% | 14.08% | 8.94% | 18.12% | 10.69% | 11.06% | 12.41% | 18.39% | 12.99% | 11.89% | 9.43% | 14.22% | 19.46% | 16.98% | 10.90% | 9.30% | +13.26% | +12.41% | 12.77% | 10.72% | 15.29% | 11.82% | 9.37% | 13.74% | 17.82% | 12.99% | 12.52% | 8.57% | 16.90% | 18.11% | 15.78% | 11.28% | 9.88% | +13.17% | +12.77% | 15.63% | 10.11% | 15.12% | 10.51% | 10.77% | 13.39% | 15.95% | 11.41% | 10.74% | 9.47% | 21.19% | 15.75% | 17.37% | 11.59% | 10.22% | +13.28% | +11.59% | 11.88% | 9.70% | 13.05% | 9.33% | 8.66% | 12.86% | 24.12% | 12.33% | 11.87% | 9.26% | 18.14% | 16.32% | 15.74% | 12.28% | 13.55% | +13.27% | +12.33% | 13.38% | 9.50% | 13.32% | 11.83% | 10.02% | 12.31% | 20.70% | 12.03% | 11.29% | 8.39% | 19.33% | 16.24% | 15.38% | 11.24% | 10.44% | +13.03% | +12.03% | 14.86% | 9.57% | 18.46% | 10.66% | 10.97% | 14.35% | 15.85% | 12.31% | 11.64% | 7.48% | 23.75% | 11.31% | 13.65% | 12.01% | 12.11% | +13.26% | +12.11% | 11.91% | 8.42% | 15.22% | 10.38% | 12.44% | 11.81% | 16.19% | 13.39% | 10.43% | 9.54% | 15.54% | 11.30% | 13.43% | 11.97% | 14.10% | +12.41% | +11.97% | 10.27% | 16.11% | 11.82% | 11.32% | 11.44% | 13.56% | 12.47% | 11.83% | 9.51% | 11.65% | 12.22% | 10.57% | 13.45% | 13.88% | 9.73% | +11.99% | +11.82% | 11.46% | 9.16% | 11.66% | 9.55% | 12.51% | 12.37% | 17.17% | 11.62% | 10.91% | 11.26% | 17.40% | 12.75% | 12.01% | 12.09% | 13.91% | +12.39% | +12.01% | 10.26% | 10.57% | 12.56% | 10.05% | 10.26% | 13.41% | 14.76% | 12.96% | 11.57% | 9.07% | 13.49% | 12.04% | 12.78% | 10.99% | 12.69% | +11.83% | +12.04% | 9.08% | 7.99% | 13.10% | 8.97% | 9.00% | 9.52% | 18.71% | 11.92% | 11.65% | 8.66% | 14.07% | 11.83% | 14.16% | 12.74% | 12.14% | +11.57% | +11.83% | 9.33% | 8.27% | 8.69% | 9.01% | 11.59% | 17.74% | 10.46% | 13.14% | 10.95% | 12.29% | 10.85% | +11.12% | +10.85% | 13.70% | 12.39% | 9.87% | 13.21% | 10.27% | 10.58% | 11.75% | 18.10% | 9.35% | 14.74% | 11.34% | 14.94% | 9.28% | 15.12% | 12.04% | +12.44% | +12.04% | 15.24% | 8.67% | 12.20% | 9.94% | 10.36% | 10.89% | 20.30% | 11.93% | 10.22% | 14.45% | 15.63% | 10.53% | 10.42% | +12.37% | +10.89% | 14.04% | 11.15% | 10.70% | 9.52% | 9.11% | 19.53% | 12.00% | 12.83% | 11.43% | 13.68% | 12.72% | 15.88% | 11.75% | 14.07% | +12.74% | +12.36% | 11.08% | 9.84% | 13.65% | 9.71% | 10.64% | 19.21% | 13.14% | 10.59% | 10.54% | 12.79% | 12.30% | 15.94% | 11.90% | 12.82% | +12.44% | +12.10% | 13.01% | 10.97% | 10.80% | 12.49% | 9.39% | 9.00% | 11.06% | 14.24% | 11.65% | 12.24% | 9.85% | 15.06% | 12.03% | 16.19% | 13.24% | 15.92% | +12.32% | +12.13% |
| 3 | Năng lượng | Dòng tiền ngành | 2.33% | 1.51% | 2.53% | 2.85% | 7.24% | 4.41% | 3.33% | 1.84% | 5.95% | 2.29% | 2.09% | 3.85% | 5.02% | 4.60% | 2.24% | +3.47% | +2.85% | 3.78% | 1.65% | 2.47% | 2.52% | 5.98% | 2.10% | 2.17% | 3.49% | 4.74% | 2.03% | 2.64% | 2.55% | 3.55% | 3.04% | 1.64% | +2.96% | +2.55% | 2.22% | 1.83% | 2.76% | 3.77% | 8.69% | 2.58% | 2.26% | 4.68% | 4.34% | 1.79% | 2.84% | 1.78% | 3.03% | 2.43% | 1.95% | +3.13% | +2.58% | 1.28% | 2.65% | 2.13% | 2.52% | 5.43% | 5.52% | 3.51% | 1.92% | 4.64% | 3.71% | 3.91% | 3.28% | 2.95% | 4.00% | 2.15% | 1.94% | +3.22% | +3.12% | 1.95% | 4.28% | 3.27% | 2.17% | 3.62% | 4.44% | 3.76% | 2.63% | 3.93% | 3.67% | 2.48% | 4.58% | 4.31% | 4.78% | 2.69% | 1.84% | +3.40% | +3.64% | 1.25% | 2.39% | 2.99% | 3.53% | 4.83% | 10.06% | 3.45% | 1.49% | 4.06% | 3.68% | 2.92% | 4.67% | 4.11% | 3.75% | 2.56% | 1.39% | +3.72% | +3.53% | 2.15% | 2.58% | 3.02% | 2.95% | 6.60% | 7.87% | 2.54% | 1.54% | 2.12% | 6.17% | 3.90% | 2.84% | 2.70% | 3.03% | 3.94% | +3.60% | +2.95% | 2.38% | 2.99% | 3.40% | 4.35% | 4.41% | 5.38% | 4.62% | 1.26% | 2.79% | 7.08% | 3.30% | 2.34% | 4.57% | 4.18% | 3.52% | +3.77% | +3.52% | 1.74% | 2.47% | 2.03% | 6.19% | 5.04% | 5.70% | 4.60% | 1.37% | 2.21% | 4.57% | 3.02% | 4.57% | 7.71% | 3.40% | 2.87% | +3.83% | +3.40% | 1.49% | 2.46% | 2.02% | 3.02% | 7.00% | 4.27% | 2.42% | 1.39% | 2.66% | 3.89% | 1.89% | 3.09% | 4.47% | 2.85% | 2.48% | +3.03% | +2.66% | 1.88% | 1.91% | 2.64% | 3.80% | 8.42% | 3.67% | 3.00% | 2.33% | 5.39% | 3.51% | 2.50% | 2.76% | 4.67% | 2.46% | 2.73% | +3.44% | +2.76% | 2.05% | 1.72% | 3.25% | 3.18% | 10.13% | 4.03% | 3.66% | 2.20% | 5.92% | 3.16% | 2.57% | 3.17% | 5.16% | 2.99% | 2.49% | +3.71% | +3.17% | 1.36% | 2.99% | 3.00% | 2.68% | 4.56% | 7.39% | 3.54% | 1.96% | 4.26% | 3.68% | 3.00% | 4.13% | 3.76% | 4.18% | 2.48% | 1.76% | +3.53% | +3.54% | 2.12% | 2.65% | 2.96% | 4.66% | 5.48% | 6.16% | 3.95% | 1.37% | 2.35% | 6.01% | 3.33% | 3.38% | 4.73% | 3.53% | 3.43% | +3.74% | +3.43% | 1.78% | 1.92% | 2.57% | 3.33% | 8.79% | 4.01% | 3.01% | 1.98% | 4.75% | 3.54% | 2.35% | 2.99% | 4.76% | 2.75% | 2.57% | +3.41% | +2.99% | 2.60% | 1.66% | 2.61% | 3.08% | 7.26% | 3.04% | 2.58% | 3.48% | 5.14% | 2.04% | 2.58% | 2.62% | 3.77% | 3.35% | 1.97% | +3.19% | +2.62% | 1.70% | 2.48% | 2.85% | 2.17% | 3.40% | 13.61% | 3.18% | 1.51% | 3.49% | 4.18% | 2.61% | 6.27% | 4.48% | 4.59% | 2.40% | 1.43% | +3.77% | +3.02% | 1.59% | 2.92% | 2.79% | 5.18% | 3.78% | 12.19% | 5.30% | 1.36% | 2.65% | 3.00% | 3.10% | 5.03% | 5.69% | 3.87% | 2.87% | 1.33% | +4.09% | +3.10% | 1.09% | 2.67% | 3.50% | 3.37% | 5.75% | 6.22% | 3.60% | 1.32% | 4.14% | 3.72% | 3.16% | 4.13% | 4.36% | 3.46% | 2.36% | +3.52% | +3.50% | 0.83% | 2.22% | 2.93% | 2.95% | 5.33% | 6.56% | 2.74% | 1.56% | 4.86% | 3.88% | 2.71% | 3.78% | 2.77% | 2.22% | 2.71% | +3.20% | +2.77% | 0.90% | 1.60% | 2.88% | 2.69% | 4.58% | 5.86% | 1.68% | 2.15% | 2.26% | 6.28% | 2.92% | 3.59% | 3.13% | 3.04% | 4.64% | +3.21% | +2.92% | 1.58% | 2.24% | 2.67% | 3.25% | 4.89% | 4.76% | 2.23% | 1.37% | 2.09% | 7.49% | 4.37% | 3.94% | 1.97% | 3.72% | 3.97% | +3.37% | +3.25% | 1.95% | 3.90% | 3.54% | 2.78% | 8.41% | 9.72% | 2.78% | 0.97% | 2.09% | 5.23% | 3.92% | 2.71% | 2.53% | 2.93% | 3.82% | +3.82% | +2.93% | 2.99% | 2.85% | 2.84% | 3.04% | 6.07% | 9.77% | 3.28% | 1.77% | 1.97% | 5.28% | 4.54% | 2.33% | 3.26% | 2.12% | 2.89% | +3.67% | +2.99% | 2.38% | 2.20% | 2.54% | 4.12% | 13.04% | 7.25% | 2.12% | 2.68% | 2.47% | 6.22% | 2.30% | 1.99% | 2.91% | 2.24% | 2.51% | +3.80% | +2.51% | 2.23% | 2.83% | 3.56% | 2.70% | 6.02% | 7.11% | 1.71% | 1.12% | 2.44% | 7.44% | 2.94% | 2.13% | 3.45% | 3.55% | 3.93% | +3.54% | +2.94% | 2.04% | 1.83% | 2.69% | 2.09% | 4.97% | 2.99% | 3.98% | 3.94% | 1.73% | 1.96% | +2.82% | +2.39% | 2.79% | 3.77% | 4.17% | 3.25% | 4.65% | 5.84% | 2.50% | 0.78% | 3.53% | 7.37% | 4.20% | 2.10% | 3.07% | 4.77% | 3.32% | +3.74% | +3.53% | 2.25% | 2.82% | 3.38% | 4.68% | 3.09% | 5.45% | 8.17% | 1.32% | 3.32% | 8.26% | 3.38% | 1.84% | 5.09% | 4.85% | 3.83% | +4.11% | +3.38% | 1.93% | 2.82% | 2.61% | 5.40% | 3.69% | 3.78% | 4.94% | 1.06% | 2.03% | 5.36% | 2.61% | 2.59% | 5.16% | 3.73% | 3.23% | +3.40% | +3.23% | 2.28% | 2.75% | 2.13% | 5.25% | 2.80% | 6.72% | 4.58% | 1.05% | 1.95% | 5.81% | 3.90% | 4.81% | 7.41% | 3.13% | 3.02% | +3.84% | +3.13% | 1.86% | 2.30% | 1.81% | 6.93% | 3.95% | 7.02% | 5.53% | 1.88% | 1.60% | 3.66% | 3.54% | 4.95% | 9.02% | 3.34% | 2.74% | +4.01% | +3.54% | 2.01% | 2.73% | 1.85% | 7.12% | 4.89% | 4.57% | 5.04% | 1.32% | 2.58% | 4.05% | 2.26% | 4.54% | 8.05% | 4.18% | 2.86% | +3.87% | +4.05% | 1.31% | 1.77% | 2.28% | 5.39% | 8.26% | 4.68% | 4.64% | 1.34% | 3.16% | 4.85% | 2.09% | 4.28% | 7.96% | 3.01% | 2.86% | +3.86% | +3.16% | 1.74% | 2.51% | 2.03% | 4.05% | 5.13% | 4.45% | 2.89% | 1.53% | 2.33% | 3.45% | 1.87% | 3.86% | 5.33% | 3.46% | 2.35% | +3.13% | +2.89% | 1.79% | 2.35% | 1.65% | 3.07% | 5.25% | 6.29% | 2.54% | 1.25% | 2.37% | 4.67% | 1.86% | 3.04% | 5.32% | 2.85% | 2.70% | +3.13% | +2.70% | 1.52% | 2.41% | 2.15% | 2.29% | 8.13% | 4.06% | 2.42% | 1.42% | 1.95% | 4.14% | 1.89% | 3.06% | 3.89% | 2.52% | 2.37% | +2.95% | +2.41% | 1.35% | 2.09% | 1.55% | 3.75% | 5.48% | 6.40% | 2.80% | 2.01% | 4.17% | 4.49% | 5.00% | 3.21% | 2.39% | 4.09% | 2.46% | 1.77% | +3.31% | +3.01% | 1.38% | 1.96% | 2.05% | 2.89% | 8.47% | 3.42% | 2.56% | 1.39% | 4.08% | 3.54% | 1.98% | 2.99% | 4.33% | 2.64% | 2.40% | +3.07% | +2.64% | 1.18% | 3.36% | 1.67% | 3.12% | 8.95% | 2.65% | 2.07% | 3.20% | 5.10% | 3.25% | 1.97% | 2.86% | 3.76% | 2.95% | 2.66% | +3.25% | +2.95% | 1.41% | 2.39% | 1.58% | 4.36% | 8.64% | 2.27% | 2.26% | 2.63% | 6.27% | 3.49% | 2.49% | 2.93% | 3.83% | 3.03% | 2.99% | +3.37% | +2.93% | 1.68% | 2.13% | 2.51% | 4.05% | 8.61% | 2.79% | 3.05% | 2.11% | 5.84% | 2.41% | 2.32% | 3.83% | 4.33% | 2.47% | 2.97% | +3.41% | +2.79% | 2.39% | 1.63% | 3.42% | 3.43% | 8.42% | 3.93% | 3.39% | 1.46% | 4.02% | 4.21% | 2.08% | 2.45% | 4.22% | 1.66% | 2.85% | +3.30% | +3.39% | 2.16% | 1.62% | 3.11% | 3.90% | 7.96% | 4.87% | 3.31% | 1.57% | 4.45% | 4.25% | 2.89% | 1.98% | 5.40% | 2.09% | 2.07% | +3.44% | +3.11% | 1.61% | 1.76% | 3.12% | 2.46% | 6.28% | 5.42% | 2.84% | 1.64% | 5.19% | 2.81% | 2.27% | 2.24% | 6.23% | 2.68% | 2.47% | +3.27% | +2.68% | 2.15% | 1.79% | 3.72% | 3.09% | 11.13% | 3.02% | 4.23% | 1.35% | 6.68% | 3.61% | 1.69% | 1.94% | 5.18% | 3.15% | 2.22% | +3.66% | +3.09% | 1.71% | 1.70% | 3.23% | 3.70% | 11.75% | 3.72% | 3.58% | 2.45% | 5.72% | 3.67% | 2.32% | 3.35% | 6.08% | 2.70% | 2.52% | +3.88% | +3.35% | 2.06% | 1.84% | 2.71% | 2.70% | 10.34% | 4.65% | 2.18% | 3.49% | 5.98% | 2.38% | 3.48% | 3.44% | 5.10% | 3.47% | 2.60% | +3.76% | +3.44% | 0.96% | 3.01% | 2.05% | 2.50% | 5.62% | 6.98% | 3.27% | 1.63% | 3.83% | 2.86% | 3.32% | 3.45% | 2.16% | 3.93% | 2.16% | 1.77% | +3.09% | +2.93% | 2.47% | 1.67% | 3.91% | 2.79% | 6.20% | 3.47% | 4.73% | 2.04% | 7.24% | 2.86% | 2.98% | 5.05% | 4.25% | 4.09% | 2.65% | +3.76% | +3.47% | 2.51% | 1.46% | 2.35% | 2.94% | 6.13% | 5.38% | 4.05% | 1.74% | 5.83% | 2.76% | 2.87% | 4.73% | 4.56% | 4.93% | 2.76% | +3.67% | +2.94% | 2.11% | 1.07% | 2.17% | 2.96% | 9.91% | 4.55% | 3.59% | 1.85% | 5.54% | 1.54% | 2.06% | 3.72% | 4.73% | 5.17% | 2.37% | +3.55% | +2.96% | 2.40% | 1.57% | 2.15% | 2.23% | 7.51% | 3.96% | 2.92% | 1.64% | 5.09% | 2.55% | 1.52% | 3.69% | 6.72% | 4.17% | 1.57% | +3.31% | +2.55% | 2.27% | 1.85% | 1.93% | 4.65% | 6.45% | 3.92% | 2.13% | 2.57% | 4.70% | 1.82% | 1.59% | 3.09% | 4.34% | 3.45% | 1.52% | +3.09% | +2.57% | 2.75% | 1.87% | 3.14% | 2.04% | 5.94% | 2.89% | 2.89% | 4.05% | 5.22% | 2.61% | 1.00% | 2.79% | 3.61% | 2.97% | 1.44% | +3.01% | +2.89% | 5.44% | 1.47% | 2.24% | 2.08% | 5.25% | 2.45% | 2.41% | 2.92% | 5.21% | 1.88% | 3.15% | 2.76% | 4.19% | 2.74% | 2.19% | +3.09% | +2.74% | 3.12% | 1.78% | 2.38% | 3.08% | 4.82% | 1.66% | 2.16% | 4.54% | 4.94% | 1.92% | 3.16% | 3.07% | 4.18% | 3.04% | 1.41% | +3.02% | +3.07% | 4.13% | 1.35% | 2.48% | 2.43% | 8.19% | 1.53% | 2.18% | 3.19% | 3.81% | 1.69% | 2.69% | 1.80% | 3.06% | 3.72% | 1.45% | +2.91% | +2.48% | 2.91% | 1.31% | 2.11% | 1.83% | 7.59% | 1.88% | 3.18% | 3.32% | 4.63% | 1.89% | 2.60% | 1.61% | 3.12% | 3.11% | 1.62% | +2.85% | +2.60% | 1.18% | 2.63% | 1.82% | 5.87% | 4.60% | 3.82% | 1.99% | 5.31% | 3.79% | 3.64% | 3.50% | 3.97% | 4.35% | 2.28% | 2.25% | +3.40% | +3.64% | 2.13% | 1.19% | 2.11% | 3.87% | 10.14% | 3.82% | 2.18% | 4.23% | 4.50% | 1.79% | 2.38% | 2.12% | 2.92% | 2.46% | 1.97% | +3.19% | +2.38% | 2.09% | 1.81% | 4.41% | 4.64% | 9.21% | 2.85% | 1.96% | 6.34% | 4.23% | 1.80% | 2.64% | 1.55% | 2.92% | 1.78% | 2.42% | +3.38% | +2.64% | 2.00% | 1.92% | 1.83% | 4.87% | 9.51% | 2.56% | 2.01% | 4.94% | 3.89% | 1.49% | 2.67% | 1.70% | 3.01% | 1.74% | 1.91% | +3.07% | +2.01% | 2.31% | 2.98% | 3.83% | 5.14% | 1.50% | 1.39% | 2.25% | 3.96% | 2.09% | 3.05% | 1.91% | +2.77% | +2.31% | 1.78% | 2.73% | 3.02% | 2.10% | 4.33% | 4.03% | 4.13% | 1.62% | 5.63% | 3.83% | 3.21% | 2.96% | 3.79% | 3.63% | 1.90% | +3.24% | +3.21% | 1.64% | 2.94% | 2.27% | 4.30% | 5.59% | 3.44% | 2.49% | 4.09% | 3.07% | 3.01% | 4.25% | 2.67% | 1.64% | +3.18% | +3.01% | 1.80% | 5.67% | 3.01% | 3.39% | 4.02% | 3.59% | 2.97% | 3.74% | 2.18% | 4.02% | 3.59% | 5.20% | 2.07% | 2.23% | +3.39% | +3.49% | 4.22% | 3.53% | 1.96% | 4.37% | 4.41% | 2.43% | 3.57% | 3.60% | 2.04% | 6.87% | 3.57% | 5.92% | 2.63% | 1.80% | +3.64% | +3.57% | 2.44% | 3.52% | 3.24% | 2.31% | 2.82% | 3.61% | 3.60% | 1.91% | 4.75% | 3.83% | 2.47% | 4.77% | 5.23% | 5.38% | 3.17% | 1.70% | +3.42% | +3.38% |
| 4 | Tiêu dùng không thiết yếu | Dòng tiền ngành | 8.71% | 8.17% | 8.47% | 12.27% | 10.75% | 12.99% | 12.47% | 11.09% | 9.64% | 8.50% | 7.40% | 7.79% | 8.80% | 7.91% | 7.94% | +9.53% | +8.71% | 10.06% | 6.99% | 7.06% | 11.31% | 16.93% | 14.86% | 9.61% | 8.36% | 9.37% | 7.98% | 8.44% | 8.90% | 7.47% | 7.48% | 8.64% | +9.56% | +8.64% | 8.79% | 8.14% | 6.89% | 10.96% | 14.09% | 20.05% | 10.61% | 9.46% | 9.00% | 9.48% | 7.36% | 8.31% | 6.40% | 8.03% | 8.28% | +9.72% | +8.79% | 8.33% | 10.25% | 9.33% | 8.39% | 11.71% | 14.23% | 15.35% | 7.69% | 8.08% | 9.49% | 10.86% | 6.67% | 9.43% | 6.69% | 7.75% | 7.53% | +9.48% | +8.86% | 7.05% | 9.00% | 6.92% | 8.81% | 10.75% | 15.80% | 16.54% | 8.04% | 6.51% | 10.63% | 9.47% | 6.33% | 9.45% | 7.29% | 7.02% | 7.96% | +9.22% | +8.43% | 10.54% | 8.84% | 6.03% | 9.17% | 8.86% | 16.60% | 15.96% | 7.40% | 6.17% | 11.33% | 9.71% | 7.35% | 10.28% | 5.96% | 8.55% | 7.30% | +9.52% | +8.86% | 12.45% | 8.50% | 7.52% | 11.62% | 7.63% | 17.57% | 15.04% | 8.08% | 6.06% | 9.96% | 11.54% | 6.92% | 11.84% | 6.82% | 8.21% | +9.98% | +8.50% | 10.61% | 8.03% | 8.43% | 10.34% | 7.91% | 17.49% | 16.83% | 8.54% | 7.12% | 10.63% | 10.17% | 5.43% | 9.05% | 6.78% | 9.94% | +9.82% | +9.05% | 10.84% | 9.25% | 8.73% | 10.94% | 10.91% | 14.59% | 18.88% | 12.23% | 7.74% | 9.80% | 9.93% | 5.24% | 9.88% | 7.93% | 8.84% | +10.38% | +9.88% | 11.92% | 7.71% | 9.83% | 10.45% | 11.04% | 13.24% | 15.52% | 11.49% | 7.98% | 12.31% | 9.51% | 5.85% | 8.16% | 8.25% | 10.97% | +10.28% | +10.45% | 10.85% | 7.44% | 7.96% | 9.66% | 12.12% | 11.45% | 13.03% | 11.99% | 10.07% | 11.15% | 10.00% | 6.65% | 8.92% | 7.62% | 10.00% | +9.93% | +10.00% | 9.76% | 7.89% | 6.24% | 10.87% | 11.08% | 11.86% | 11.49% | 11.90% | 10.71% | 9.19% | 10.63% | 7.83% | 9.01% | 8.09% | 7.76% | +9.62% | +9.76% | 9.19% | 9.38% | 6.60% | 8.72% | 10.02% | 15.60% | 15.91% | 7.67% | 7.01% | 10.65% | 9.90% | 6.86% | 9.78% | 6.64% | 7.91% | 7.68% | +9.46% | +9.19% | 11.37% | 8.69% | 8.16% | 10.90% | 8.62% | 16.18% | 17.06% | 9.66% | 6.86% | 10.16% | 10.42% | 5.76% | 10.47% | 7.30% | 9.04% | +10.04% | +9.66% | 10.91% | 7.72% | 8.20% | 10.30% | 11.39% | 12.32% | 13.42% | 11.80% | 9.66% | 10.98% | 10.11% | 6.77% | 8.73% | 7.95% | 9.76% | +10.00% | +10.11% | 9.06% | 7.79% | 7.46% | 11.45% | 13.73% | 15.79% | 10.87% | 9.50% | 9.38% | 8.62% | 7.67% | 8.42% | 7.43% | 7.79% | 8.26% | +9.55% | +8.62% | 7.28% | 8.99% | 5.33% | 9.02% | 9.79% | 19.89% | 18.38% | 8.26% | 7.17% | 12.68% | 8.27% | 7.80% | 10.02% | 5.88% | 8.50% | 7.59% | +9.68% | +8.39% | 9.50% | 7.34% | 5.86% | 8.65% | 9.47% | 14.39% | 14.99% | 7.85% | 5.69% | 11.13% | 9.38% | 7.20% | 10.85% | 5.50% | 8.65% | 6.75% | +9.10% | +8.65% | 9.95% | 8.67% | 5.89% | 10.38% | 8.22% | 13.61% | 14.46% | 6.09% | 5.98% | 10.95% | 11.35% | 7.41% | 9.47% | 5.89% | 8.08% | +9.09% | +8.67% | 13.31% | 9.61% | 6.94% | 8.90% | 8.74% | 17.03% | 16.09% | 7.39% | 6.09% | 9.57% | 9.80% | 6.80% | 9.95% | 6.53% | 8.42% | +9.68% | +8.90% | 14.26% | 9.32% | 6.61% | 12.82% | 7.90% | 16.57% | 16.92% | 7.94% | 5.88% | 9.64% | 10.78% | 7.13% | 11.21% | 6.14% | 8.03% | +10.08% | +9.32% | 12.83% | 8.41% | 6.94% | 12.31% | 6.30% | 16.91% | 17.29% | 7.02% | 5.57% | 10.47% | 11.73% | 7.63% | 12.00% | 6.96% | 8.40% | +10.05% | +8.41% | 12.34% | 9.24% | 7.68% | 9.77% | 8.26% | 15.97% | 15.18% | 7.82% | 6.03% | 9.97% | 11.25% | 6.75% | 11.66% | 7.49% | 6.86% | +9.75% | +9.24% | 11.89% | 8.59% | 8.58% | 9.93% | 8.06% | 20.53% | 13.59% | 9.66% | 7.08% | 9.70% | 11.76% | 7.17% | 12.71% | 7.03% | 10.15% | +10.43% | +9.70% | 12.42% | 8.21% | 8.70% | 8.47% | 6.31% | 18.08% | 13.94% | 8.23% | 6.16% | 8.66% | 11.52% | 6.23% | 10.74% | 7.65% | 14.76% | +10.00% | +8.66% | 11.63% | 8.55% | 8.74% | 8.64% | 8.15% | 20.45% | 16.28% | 9.03% | 7.60% | 8.90% | 10.00% | 5.53% | 10.22% | 6.89% | 9.26% | +9.99% | +8.90% | 10.07% | 7.68% | 16.65% | 7.71% | 8.55% | 8.78% | 11.54% | 6.15% | 8.86% | 8.26% | +9.42% | +8.66% | 10.76% | 9.07% | 7.64% | 12.22% | 7.53% | 16.54% | 17.66% | 8.99% | 7.62% | 9.34% | 10.57% | 5.41% | 9.54% | 6.41% | 10.13% | +9.96% | +9.34% | 9.58% | 7.73% | 7.75% | 10.92% | 8.34% | 16.38% | 15.72% | 8.02% | 7.45% | 12.42% | 10.59% | 5.46% | 8.19% | 6.20% | 8.76% | +9.57% | +8.34% | 10.03% | 7.32% | 9.47% | 10.11% | 7.59% | 16.86% | 18.13% | 8.28% | 6.40% | 12.53% | 9.53% | 5.46% | 8.72% | 8.10% | 10.51% | +9.94% | +9.47% | 10.23% | 7.76% | 8.41% | 11.65% | 8.60% | 14.38% | 16.74% | 11.73% | 7.12% | 9.87% | 8.22% | 4.67% | 9.40% | 8.17% | 8.99% | +9.73% | +8.99% | 11.02% | 8.30% | 7.47% | 11.22% | 11.06% | 14.59% | 18.78% | 11.10% | 7.90% | 10.64% | 10.65% | 4.82% | 10.01% | 7.71% | 8.23% | +10.23% | +10.64% | 9.54% | 9.64% | 9.95% | 11.43% | 11.19% | 15.91% | 20.39% | 12.41% | 7.78% | 8.49% | 10.31% | 5.70% | 9.93% | 7.21% | 8.90% | +10.58% | +9.93% | 11.98% | 10.20% | 9.95% | 9.10% | 11.94% | 13.80% | 19.08% | 15.04% | 9.00% | 10.36% | 10.02% | 5.98% | 9.82% | 8.26% | 9.37% | +10.93% | +10.02% | 11.43% | 10.68% | 10.09% | 9.93% | 11.75% | 14.36% | 17.38% | 12.59% | 7.34% | 13.16% | 11.00% | 5.16% | 9.72% | 8.08% | 12.72% | +11.03% | +11.00% | 11.28% | 7.67% | 10.37% | 9.27% | 10.45% | 14.37% | 16.05% | 10.25% | 6.69% | 12.58% | 8.88% | 5.93% | 8.13% | 8.83% | 10.99% | +10.12% | +10.25% | 11.87% | 8.03% | 10.13% | 11.78% | 11.19% | 13.01% | 16.81% | 11.64% | 7.95% | 11.89% | 11.36% | 5.61% | 7.24% | 8.22% | 10.63% | +10.49% | +11.19% | 8.41% | 10.47% | 8.76% | 8.58% | 13.79% | 11.32% | 16.28% | 8.63% | 8.72% | 9.08% | 10.87% | 6.18% | 11.22% | 6.70% | 6.70% | 7.40% | +9.57% | +8.74% | 13.09% | 7.45% | 9.42% | 10.24% | 11.32% | 12.96% | 13.34% | 12.57% | 9.01% | 12.00% | 8.55% | 5.91% | 8.78% | 7.80% | 10.01% | +10.16% | +10.01% | 11.46% | 7.00% | 7.89% | 9.89% | 10.86% | 11.33% | 15.29% | 9.09% | 9.81% | 11.67% | 8.93% | 6.45% | 8.10% | 8.14% | 10.20% | +9.74% | +9.81% | 13.46% | 6.78% | 8.73% | 9.81% | 12.43% | 12.05% | 12.96% | 14.42% | 9.17% | 11.44% | 9.29% | 6.18% | 7.69% | 7.90% | 9.32% | +10.11% | +9.32% | 10.73% | 6.52% | 5.97% | 8.73% | 13.38% | 11.81% | 11.49% | 11.20% | 10.50% | 11.56% | 8.75% | 6.95% | 8.59% | 7.34% | 11.77% | +9.69% | +10.50% | 10.89% | 7.70% | 8.92% | 10.18% | 12.50% | 10.78% | 13.49% | 12.51% | 11.35% | 11.02% | 9.35% | 6.45% | 8.35% | 6.68% | 9.67% | +9.99% | +10.18% | 9.48% | 7.81% | 7.43% | 9.96% | 10.85% | 10.95% | 15.09% | 11.64% | 9.22% | 10.44% | 11.23% | 6.69% | 10.38% | 8.34% | 9.47% | +9.93% | +9.96% | 7.66% | 7.81% | 6.15% | 10.09% | 11.30% | 12.39% | 12.21% | 9.20% | 11.06% | 9.20% | 12.39% | 7.22% | 10.16% | 7.87% | 8.84% | +9.57% | +9.20% | 11.10% | 8.24% | 7.82% | 9.88% | 12.18% | 10.77% | 10.27% | 11.97% | 12.04% | 11.10% | 11.65% | 7.14% | 9.07% | 7.84% | 8.00% | +9.94% | +10.27% | 9.41% | 8.02% | 5.19% | 12.00% | 10.74% | 10.61% | 9.55% | 13.58% | 10.05% | 7.78% | 11.14% | 8.18% | 9.23% | 8.46% | 7.63% | +9.44% | +9.41% | 9.46% | 7.57% | 5.81% | 10.17% | 10.54% | 13.19% | 12.32% | 12.28% | 10.16% | 9.39% | 10.17% | 8.30% | 8.89% | 8.19% | 7.16% | +9.57% | +9.46% | 9.05% | 10.74% | 10.10% | 8.56% | 11.37% | 14.92% | 16.86% | 6.80% | 8.73% | 10.79% | 9.81% | 6.43% | 9.75% | 6.61% | 8.97% | 6.75% | +9.76% | +9.40% | 8.69% | 7.66% | 6.69% | 11.92% | 10.26% | 14.54% | 13.19% | 10.30% | 9.04% | 8.74% | 7.48% | 7.68% | 8.84% | 7.80% | 7.63% | +9.36% | +8.74% | 8.84% | 8.05% | 8.73% | 13.19% | 10.36% | 12.87% | 11.46% | 11.79% | 10.16% | 7.81% | 7.17% | 7.48% | 8.18% | 8.47% | 8.74% | +9.55% | +8.74% | 8.33% | 8.59% | 9.43% | 12.34% | 9.74% | 10.50% | 13.31% | 12.38% | 9.71% | 8.05% | 6.57% | 7.59% | 8.60% | 8.13% | 8.38% | +9.44% | +8.60% | 8.50% | 7.89% | 8.92% | 12.07% | 13.34% | 14.75% | 12.55% | 10.71% | 9.58% | 8.94% | 7.66% | 7.78% | 9.49% | 7.27% | 6.86% | +9.75% | +8.94% | 9.27% | 8.65% | 8.11% | 11.59% | 10.34% | 13.24% | 13.10% | 9.44% | 9.63% | 8.47% | 8.43% | 8.38% | 8.97% | 8.43% | 9.81% | +9.72% | +9.27% | 9.97% | 7.32% | 6.07% | 10.20% | 12.55% | 11.33% | 10.50% | 8.35% | 9.94% | 7.47% | 10.17% | 8.24% | 8.33% | 7.94% | 7.74% | +9.07% | +8.35% | 9.73% | 7.26% | 6.11% | 10.56% | 17.65% | 13.92% | 10.57% | 8.84% | 10.01% | 8.80% | 9.00% | 9.24% | 7.58% | 7.04% | 7.65% | +9.60% | +9.00% | 9.74% | 6.57% | 8.10% | 12.15% | 21.54% | 15.62% | 9.33% | 7.42% | 9.09% | 7.41% | 8.36% | 9.81% | 7.76% | 7.35% | 8.60% | +9.92% | +8.60% | 11.30% | 6.24% | 7.48% | 12.00% | 14.89% | 17.85% | 9.23% | 8.21% | 8.31% | 8.46% | 7.33% | 8.41% | 7.44% | 6.40% | 9.49% | +9.54% | +8.41% | 9.78% | 7.40% | 7.96% | 11.85% | 15.30% | 16.03% | 8.83% | 9.11% | 7.99% | 8.02% | 7.13% | 8.87% | 6.35% | 7.92% | 7.73% | +9.35% | +8.02% | 7.77% | 9.99% | 9.08% | 9.56% | 15.84% | 14.27% | 7.45% | 7.31% | 9.16% | 11.51% | 6.79% | 8.76% | 7.60% | 6.82% | 8.02% | +9.33% | +8.76% | 9.13% | 7.95% | 7.17% | 11.07% | 14.86% | 17.44% | 12.20% | 8.60% | 8.66% | 9.43% | 7.12% | 7.63% | 5.84% | 7.43% | 7.87% | +9.49% | +8.60% | 7.70% | 7.94% | 4.35% | 9.00% | 12.83% | 14.34% | 9.53% | 9.75% | 10.47% | 9.01% | 7.12% | 8.51% | 6.34% | 9.07% | 9.61% | +9.04% | +9.01% | 7.94% | 9.34% | 8.82% | 11.66% | 13.63% | 33.82% | 10.49% | 10.58% | 9.10% | 11.23% | 7.80% | 7.92% | 6.94% | 8.37% | 8.19% | +11.06% | +9.10% | 10.28% | 7.73% | 11.80% | 13.56% | 16.44% | 10.86% | 11.31% | 7.55% | 8.65% | 7.23% | 8.09% | +10.32% | +10.28% | 7.58% | 9.86% | 8.50% | 7.65% | 11.31% | 14.82% | 14.12% | 7.40% | 6.60% | 9.58% | 11.28% | 7.28% | 7.41% | 7.70% | 8.16% | +9.28% | +8.16% | 7.32% | 7.29% | 9.00% | 9.59% | 16.14% | 16.25% | 7.89% | 7.52% | 9.03% | 6.88% | 7.71% | 6.59% | 7.97% | +9.17% | +7.89% | 6.52% | 9.67% | 6.86% | 11.92% | 14.49% | 8.70% | 5.43% | 10.11% | 9.53% | 6.23% | 7.47% | 6.39% | 7.17% | 8.76% | +8.52% | +8.08% | 9.13% | 6.28% | 9.18% | 11.08% | 15.76% | 7.21% | 5.53% | 10.58% | 9.50% | 6.12% | 9.37% | 7.14% | 6.55% | 8.26% | +8.69% | +8.69% | 7.17% | 8.59% | 6.59% | 8.34% | 9.68% | 16.81% | 16.74% | 8.49% | 5.90% | 11.77% | 9.84% | 6.03% | 10.71% | 6.43% | 8.09% | 7.08% | +9.27% | +8.42% |
| 5 | Tiêu dùng thiết yếu | Dòng tiền ngành | 10.22% | 8.71% | 10.86% | 9.16% | 11.60% | 14.58% | 15.33% | 9.45% | 11.67% | 9.53% | 12.36% | 5.98% | 8.89% | 6.38% | 8.25% | +10.20% | +9.53% | 8.05% | 9.50% | 11.48% | 8.80% | 11.84% | 18.07% | 19.37% | 11.86% | 15.46% | 8.63% | 9.21% | 6.94% | 7.50% | 6.22% | 7.93% | +10.73% | +9.21% | 5.65% | 9.53% | 8.51% | 9.10% | 10.72% | 18.62% | 19.76% | 11.29% | 10.97% | 9.77% | 9.34% | 8.13% | 7.44% | 8.83% | 7.54% | +10.35% | +9.34% | 10.02% | 8.44% | 10.93% | 7.48% | 7.38% | 11.06% | 15.43% | 16.61% | 9.14% | 10.87% | 7.39% | 9.52% | 6.62% | 8.13% | 6.98% | 7.95% | +9.62% | +8.79% | 12.72% | 6.51% | 8.45% | 6.52% | 10.43% | 9.26% | 19.14% | 12.95% | 8.18% | 11.04% | 8.96% | 7.40% | 5.62% | 7.34% | 7.97% | 7.29% | +9.36% | +8.32% | 10.25% | 7.89% | 6.19% | 7.73% | 9.95% | 8.30% | 17.70% | 12.49% | 9.69% | 9.30% | 11.08% | 7.47% | 7.17% | 7.07% | 7.88% | 6.71% | +9.34% | +8.30% | 8.37% | 11.60% | 7.77% | 9.23% | 8.10% | 8.18% | 17.23% | 9.30% | 10.68% | 9.53% | 12.30% | 7.19% | 7.68% | 7.50% | 7.21% | +9.46% | +8.37% | 8.32% | 13.49% | 10.15% | 8.47% | 9.37% | 9.37% | 15.87% | 10.50% | 11.68% | 9.01% | 11.71% | 5.18% | 7.68% | 6.81% | 9.29% | +9.79% | +9.37% | 7.50% | 10.24% | 7.77% | 9.09% | 8.25% | 7.90% | 14.71% | 12.05% | 10.07% | 9.37% | 11.55% | 5.31% | 8.92% | 7.88% | 8.31% | +9.26% | +8.92% | 8.01% | 9.75% | 6.56% | 12.59% | 8.37% | 11.47% | 13.69% | 11.41% | 13.34% | 8.72% | 14.05% | 5.26% | 9.94% | 8.59% | 8.02% | +9.99% | +9.75% | 9.42% | 7.08% | 7.79% | 15.07% | 10.14% | 13.30% | 20.71% | 10.55% | 12.23% | 7.70% | 12.92% | 5.92% | 9.51% | 6.95% | 9.16% | +10.56% | +9.51% | 7.29% | 8.59% | 11.24% | 8.55% | 9.36% | 11.22% | 22.17% | 8.80% | 11.80% | 8.39% | 12.37% | 6.81% | 10.42% | 6.02% | 7.60% | +10.04% | +8.80% | 10.53% | 7.71% | 7.30% | 7.26% | 9.60% | 9.47% | 17.35% | 13.39% | 9.12% | 10.23% | 9.47% | 8.22% | 6.60% | 7.47% | 7.64% | 7.33% | +9.42% | +9.12% | 8.11% | 11.56% | 8.75% | 8.90% | 8.54% | 8.39% | 15.85% | 10.70% | 10.81% | 9.29% | 11.79% | 5.78% | 8.05% | 7.47% | 8.32% | +9.49% | +8.75% | 8.20% | 8.34% | 8.22% | 12.29% | 9.35% | 12.02% | 18.70% | 10.31% | 12.42% | 8.27% | 13.03% | 5.99% | 9.90% | 7.11% | 8.30% | +10.16% | +9.35% | 7.25% | 9.22% | 9.99% | 9.02% | 11.42% | 17.04% | 18.19% | 11.00% | 12.54% | 9.29% | 10.14% | 7.10% | 7.88% | 7.09% | 7.93% | +10.34% | +9.29% | 10.32% | 6.29% | 6.63% | 6.66% | 10.08% | 6.00% | 18.35% | 8.48% | 9.47% | 9.47% | 7.42% | 7.16% | 5.80% | 7.63% | 8.43% | 6.75% | +8.43% | +7.53% | 12.09% | 8.12% | 5.89% | 5.06% | 10.83% | 6.05% | 17.94% | 13.41% | 11.41% | 8.59% | 10.60% | 8.31% | 7.03% | 7.56% | 9.01% | 6.62% | +9.46% | +8.59% | 9.20% | 7.76% | 6.34% | 9.84% | 11.52% | 13.06% | 18.09% | 16.46% | 8.80% | 8.40% | 12.20% | 7.85% | 7.16% | 7.24% | 6.70% | +10.04% | +8.80% | 8.99% | 8.46% | 5.65% | 10.58% | 8.00% | 9.98% | 18.27% | 12.85% | 10.84% | 10.78% | 14.30% | 7.16% | 7.24% | 5.80% | 7.84% | +9.78% | +8.99% | 10.30% | 9.08% | 7.01% | 8.81% | 7.99% | 9.22% | 16.07% | 9.16% | 10.15% | 9.58% | 12.21% | 6.76% | 8.55% | 5.55% | 7.00% | +9.16% | +9.08% | 8.71% | 11.89% | 6.91% | 8.30% | 8.93% | 9.73% | 16.67% | 8.71% | 9.30% | 8.93% | 10.73% | 6.72% | 7.25% | 6.67% | 7.63% | +9.14% | +8.71% | 8.39% | 9.62% | 7.90% | 11.08% | 7.13% | 7.25% | 15.74% | 9.12% | 12.12% | 9.74% | 11.92% | 7.51% | 7.54% | 10.09% | 7.39% | +9.50% | +9.12% | 7.55% | 11.78% | 9.13% | 9.84% | 8.68% | 6.89% | 17.20% | 10.27% | 11.91% | 10.01% | 13.29% | 7.64% | 8.05% | 9.23% | 6.84% | +9.89% | +9.23% | 8.44% | 12.39% | 8.98% | 12.22% | 7.41% | 7.97% | 19.13% | 12.02% | 13.02% | 10.30% | 13.96% | 6.70% | 7.84% | 9.09% | 7.50% | +10.46% | +9.09% | 8.82% | 14.47% | 10.91% | 8.64% | 9.62% | 7.86% | 16.22% | 11.11% | 12.42% | 8.17% | 12.65% | 5.99% | 7.98% | 6.31% | 9.63% | +10.05% | +9.62% | 11.75% | 5.88% | 5.67% | 15.39% | 8.10% | 9.02% | 8.08% | 8.55% | 7.71% | 7.54% | +8.77% | +8.09% | 7.87% | 13.43% | 9.73% | 10.51% | 11.86% | 11.73% | 15.66% | 9.79% | 13.20% | 8.80% | 13.02% | 6.08% | 7.58% | 7.03% | 10.24% | +10.44% | +10.24% | 8.61% | 15.27% | 10.55% | 8.51% | 7.98% | 9.12% | 14.47% | 10.41% | 10.66% | 8.89% | 10.73% | 4.87% | 7.14% | 6.34% | 8.82% | +9.49% | +8.89% | 7.95% | 11.80% | 9.83% | 7.12% | 8.00% | 9.20% | 19.18% | 9.88% | 9.15% | 9.65% | 10.62% | 4.41% | 8.15% | 6.61% | 9.23% | +9.38% | +9.20% | 7.34% | 13.65% | 8.61% | 7.54% | 7.72% | 7.34% | 12.70% | 10.78% | 9.08% | 8.68% | 12.84% | 4.32% | 8.29% | 7.30% | 8.88% | +9.00% | +8.61% | 8.31% | 10.03% | 7.20% | 10.04% | 8.51% | 6.61% | 13.24% | 13.41% | 10.47% | 8.85% | 10.29% | 4.68% | 8.97% | 8.07% | 8.50% | +9.15% | +8.85% | 7.84% | 8.75% | 7.63% | 9.14% | 8.51% | 6.95% | 14.67% | 11.94% | 10.13% | 10.30% | 12.59% | 6.09% | 8.50% | 8.00% | 8.13% | +9.28% | +8.51% | 7.22% | 10.47% | 7.21% | 9.85% | 8.29% | 9.54% | 15.45% | 12.76% | 11.61% | 9.48% | 10.92% | 6.49% | 8.97% | 8.89% | 7.65% | +9.65% | +9.48% | 6.53% | 9.59% | 6.49% | 12.39% | 7.48% | 9.94% | 16.74% | 9.54% | 11.04% | 8.84% | 12.47% | 4.93% | 9.65% | 9.84% | 7.00% | +9.50% | +9.59% | 7.24% | 10.40% | 7.33% | 13.26% | 8.86% | 9.83% | 11.80% | 11.80% | 11.60% | 8.44% | 13.13% | 4.70% | 10.37% | 9.06% | 9.11% | +9.80% | +9.83% | 7.54% | 10.40% | 6.72% | 13.33% | 7.27% | 9.86% | 10.98% | 12.68% | 14.13% | 9.46% | 14.14% | 5.11% | 9.63% | 7.79% | 6.62% | +9.71% | +9.63% | 10.18% | 7.84% | 10.13% | 9.26% | 5.14% | 13.28% | 16.26% | 15.12% | 9.91% | 11.09% | 7.31% | 9.90% | 7.07% | 8.34% | 6.36% | 8.73% | +9.75% | +9.58% | 8.87% | 8.89% | 5.71% | 10.89% | 9.62% | 11.01% | 15.99% | 11.98% | 15.52% | 7.72% | 14.78% | 5.37% | 10.44% | 7.86% | 7.14% | +10.12% | +9.62% | 8.75% | 9.72% | 6.99% | 14.10% | 8.81% | 17.29% | 16.88% | 13.00% | 14.49% | 8.40% | 14.32% | 6.34% | 9.39% | 7.51% | 11.00% | +11.13% | +9.72% | 10.06% | 7.90% | 8.05% | 13.40% | 11.63% | 16.87% | 18.69% | 12.01% | 15.13% | 7.86% | 14.51% | 5.30% | 9.24% | 8.46% | 10.87% | +11.33% | +10.87% | 9.82% | 8.40% | 6.97% | 12.50% | 11.90% | 15.69% | 21.67% | 10.20% | 10.34% | 7.67% | 13.79% | 6.33% | 9.33% | 6.30% | 9.81% | +10.71% | +9.82% | 9.15% | 7.54% | 8.15% | 16.10% | 9.05% | 11.22% | 22.16% | 9.13% | 11.41% | 7.44% | 11.93% | 5.42% | 9.41% | 6.28% | 7.79% | +10.15% | +9.13% | 8.47% | 5.87% | 8.09% | 18.06% | 9.19% | 10.44% | 17.55% | 7.66% | 10.95% | 8.13% | 11.87% | 5.55% | 9.85% | 6.51% | 7.94% | +9.74% | +8.47% | 8.44% | 6.64% | 11.19% | 17.18% | 8.39% | 10.23% | 24.71% | 7.79% | 14.53% | 7.06% | 12.92% | 8.12% | 9.86% | 6.53% | 7.97% | +10.77% | +8.44% | 7.15% | 8.38% | 10.22% | 8.70% | 9.60% | 9.73% | 23.83% | 10.26% | 11.33% | 6.91% | 14.69% | 6.25% | 9.23% | 5.60% | 9.87% | +10.12% | +9.60% | 7.18% | 8.87% | 10.44% | 5.93% | 11.17% | 12.37% | 24.17% | 7.75% | 11.43% | 9.26% | 11.72% | 7.08% | 10.95% | 5.97% | 7.54% | +10.12% | +9.26% | 6.40% | 9.06% | 14.26% | 6.48% | 7.82% | 11.40% | 21.68% | 9.23% | 10.92% | 9.82% | 11.09% | 7.26% | 10.85% | 6.14% | 6.25% | +9.91% | +9.23% | 9.10% | 7.61% | 10.95% | 7.00% | 8.05% | 10.51% | 15.75% | 16.20% | 10.38% | 10.38% | 6.82% | 10.14% | 6.78% | 7.77% | 6.54% | 7.34% | +9.46% | +8.57% | 9.12% | 8.33% | 13.18% | 6.96% | 10.04% | 14.31% | 18.29% | 8.94% | 10.31% | 7.96% | 11.96% | 6.31% | 10.93% | 6.62% | 6.47% | +9.98% | +9.12% | 9.84% | 8.36% | 8.82% | 8.52% | 11.42% | 13.11% | 15.29% | 7.64% | 10.18% | 7.96% | 13.00% | 5.70% | 9.15% | 6.29% | 9.50% | +9.65% | +9.15% | 11.13% | 8.12% | 10.18% | 9.74% | 10.85% | 16.30% | 16.03% | 9.70% | 12.41% | 9.91% | 13.35% | 6.27% | 8.99% | 6.04% | 8.39% | +10.49% | +9.91% | 10.42% | 10.78% | 12.73% | 10.11% | 11.57% | 15.14% | 15.42% | 10.49% | 14.19% | 11.09% | 11.12% | 5.78% | 9.31% | 6.75% | 8.03% | +10.86% | +10.78% | 10.23% | 8.87% | 8.88% | 10.13% | 12.97% | 13.76% | 15.00% | 10.90% | 14.46% | 10.31% | 11.98% | 6.17% | 8.36% | 5.49% | 9.31% | +10.45% | +10.23% | 9.85% | 6.40% | 10.51% | 9.32% | 14.21% | 17.50% | 15.53% | 19.67% | 17.26% | 8.95% | 10.20% | 6.68% | 7.50% | 5.73% | 8.65% | +11.20% | +9.85% | 8.03% | 8.88% | 10.10% | 9.75% | 12.98% | 14.39% | 17.26% | 11.92% | 16.24% | 9.40% | 9.62% | 8.10% | 8.15% | 6.39% | 7.75% | +10.60% | +9.62% | 9.04% | 9.67% | 16.18% | 6.86% | 10.79% | 20.44% | 18.69% | 10.25% | 12.34% | 8.46% | 9.35% | 6.96% | 7.68% | 6.06% | 7.29% | +10.67% | +9.35% | 6.95% | 12.86% | 13.08% | 10.20% | 9.53% | 19.08% | 18.85% | 8.14% | 15.77% | 7.43% | 8.30% | 6.37% | 7.40% | 8.00% | 7.58% | +10.64% | +8.30% | 5.73% | 10.71% | 9.94% | 8.49% | 9.39% | 21.59% | 23.67% | 11.68% | 10.81% | 10.74% | 8.23% | 6.19% | 6.40% | 7.04% | 6.62% | +10.48% | +9.39% | 10.62% | 8.50% | 7.24% | 8.62% | 8.62% | 14.78% | 22.21% | 8.04% | 12.33% | 6.87% | 9.29% | 6.57% | 7.79% | 7.47% | 7.86% | +9.79% | +8.50% | 5.10% | 9.55% | 10.57% | 11.51% | 10.62% | 19.82% | 19.59% | 12.85% | 10.58% | 9.83% | 9.49% | 6.87% | 6.66% | 9.41% | 7.35% | +10.65% | +9.83% | 5.46% | 9.26% | 8.54% | 9.80% | 11.13% | 17.15% | 20.66% | 11.27% | 12.38% | 10.08% | 10.50% | 6.81% | 7.95% | 10.28% | 8.45% | +10.65% | +10.08% | 6.05% | 9.04% | 6.40% | 6.99% | 11.75% | 16.82% | 20.99% | 9.51% | 10.05% | 8.85% | 8.88% | 9.37% | 7.93% | 9.83% | 7.71% | +10.01% | +9.04% | 6.69% | 9.79% | 8.11% | 11.34% | 18.78% | 18.40% | 7.83% | 9.37% | 10.53% | 9.08% | 8.17% | +10.73% | +9.37% | 10.46% | 9.77% | 11.33% | 7.16% | 8.20% | 11.60% | 14.96% | 19.55% | 8.50% | 10.78% | 8.39% | 8.73% | 5.86% | 7.65% | 7.03% | +10.00% | +8.73% | 11.97% | 8.26% | 6.34% | 10.50% | 8.05% | 18.29% | 14.97% | 8.51% | 9.42% | 7.48% | 7.96% | 7.94% | 7.87% | +9.81% | +8.26% | 14.79% | 6.46% | 8.48% | 9.48% | 9.45% | 12.00% | 10.74% | 12.44% | 7.76% | 7.32% | 4.93% | 7.32% | 8.98% | 7.10% | +9.09% | +8.73% | 7.03% | 7.65% | 5.61% | 10.04% | 20.19% | 11.40% | 7.03% | 11.29% | 9.77% | 7.63% | 6.77% | 6.68% | 7.62% | 7.04% | +8.98% | +7.63% | 11.90% | 6.14% | 7.61% | 7.97% | 11.65% | 10.39% | 18.81% | 10.05% | 6.75% | 9.85% | 8.77% | 7.24% | 5.35% | 7.55% | 7.93% | 7.24% | +9.07% | +7.95% |
| 6 | Tài chính | Dòng tiền ngành | 17.36% | 29.25% | 29.37% | 15.01% | 16.07% | 16.29% | 8.76% | 18.23% | 28.23% | 20.76% | 32.23% | 24.73% | 29.29% | 33.02% | 41.25% | +23.99% | +24.73% | 19.27% | 34.82% | 33.64% | 14.14% | 11.75% | 10.69% | 6.48% | 18.18% | 24.45% | 17.96% | 27.54% | 29.99% | 34.17% | 33.10% | 30.23% | +23.09% | +24.45% | 27.08% | 35.22% | 33.69% | 13.15% | 15.60% | 13.91% | 7.53% | 19.51% | 28.15% | 13.89% | 29.69% | 24.54% | 35.87% | 32.63% | 31.78% | +24.15% | +27.08% | 21.63% | 24.79% | 38.10% | 31.29% | 20.78% | 21.12% | 13.66% | 13.87% | 30.82% | 25.16% | 29.72% | 32.06% | 27.28% | 36.34% | 39.96% | 34.97% | +27.60% | +28.50% | 22.00% | 25.92% | 40.55% | 27.55% | 20.97% | 22.64% | 15.44% | 10.46% | 34.04% | 24.23% | 36.51% | 32.36% | 28.72% | 31.88% | 37.67% | 35.93% | +27.93% | +28.13% | 19.28% | 28.28% | 43.18% | 26.08% | 22.89% | 14.63% | 11.61% | 11.49% | 33.57% | 20.89% | 33.66% | 34.01% | 19.58% | 38.05% | 35.02% | 42.02% | +26.15% | +26.08% | 10.88% | 26.26% | 32.84% | 23.58% | 24.36% | 14.32% | 11.69% | 13.56% | 35.04% | 16.26% | 24.76% | 36.68% | 23.81% | 34.09% | 35.50% | +24.24% | +24.36% | 15.50% | 28.44% | 26.47% | 20.15% | 24.29% | 14.81% | 13.51% | 13.83% | 30.64% | 17.93% | 25.32% | 47.85% | 25.45% | 31.50% | 29.91% | +24.37% | +25.32% | 14.97% | 28.37% | 32.15% | 20.05% | 23.32% | 20.66% | 9.16% | 17.37% | 32.21% | 16.87% | 22.72% | 45.36% | 21.58% | 31.55% | 29.41% | +24.38% | +22.72% | 15.51% | 31.65% | 33.30% | 12.69% | 15.40% | 26.55% | 10.59% | 16.78% | 32.58% | 18.35% | 21.09% | 44.66% | 29.44% | 30.24% | 29.19% | +24.53% | +26.55% | 14.35% | 35.93% | 34.75% | 15.57% | 13.19% | 23.62% | 7.10% | 17.45% | 30.23% | 16.62% | 21.66% | 34.78% | 27.57% | 30.22% | 31.48% | +23.63% | +23.62% | 18.04% | 28.63% | 33.63% | 19.00% | 15.31% | 21.87% | 9.45% | 15.01% | 28.15% | 19.71% | 24.83% | 25.09% | 22.82% | 32.18% | 37.79% | +23.43% | +22.82% | 20.57% | 26.42% | 41.92% | 28.83% | 21.87% | 18.43% | 13.14% | 11.58% | 32.58% | 23.00% | 33.70% | 32.91% | 24.46% | 35.40% | 37.15% | 37.13% | +26.80% | +26.42% | 13.62% | 27.81% | 30.06% | 21.02% | 24.05% | 17.36% | 11.23% | 14.96% | 32.88% | 17.07% | 24.09% | 43.78% | 23.60% | 32.21% | 31.47% | +24.35% | +24.05% | 15.98% | 31.44% | 33.96% | 15.47% | 14.67% | 24.48% | 9.08% | 16.49% | 30.24% | 18.15% | 22.75% | 34.83% | 26.67% | 30.87% | 32.34% | +23.83% | +24.48% | 23.07% | 32.93% | 32.24% | 14.02% | 14.54% | 13.59% | 7.57% | 18.67% | 27.14% | 17.66% | 29.80% | 26.79% | 33.43% | 32.93% | 34.92% | +23.95% | +26.79% | 23.59% | 26.15% | 45.04% | 28.26% | 21.79% | 13.41% | 13.86% | 7.96% | 31.42% | 18.70% | 42.41% | 31.87% | 25.23% | 34.81% | 36.22% | 42.33% | +27.69% | +27.21% | 17.26% | 26.03% | 46.74% | 28.89% | 21.51% | 16.13% | 10.11% | 10.31% | 35.01% | 22.48% | 34.87% | 31.98% | 19.91% | 38.75% | 33.46% | 41.48% | +26.23% | +26.03% | 19.02% | 32.80% | 41.62% | 23.48% | 23.87% | 13.73% | 12.90% | 15.24% | 37.16% | 23.07% | 28.50% | 35.14% | 18.70% | 40.40% | 34.05% | +26.65% | +23.87% | 19.93% | 27.35% | 37.95% | 22.38% | 22.60% | 16.25% | 11.35% | 14.16% | 29.11% | 19.82% | 28.99% | 34.00% | 16.54% | 42.06% | 35.99% | +25.23% | +22.60% | 15.25% | 27.20% | 41.81% | 24.42% | 24.57% | 13.59% | 10.06% | 15.73% | 32.85% | 16.13% | 29.30% | 40.06% | 18.31% | 37.06% | 33.61% | +25.33% | +24.57% | 9.75% | 24.49% | 35.94% | 24.59% | 23.66% | 15.16% | 10.64% | 13.87% | 38.22% | 15.78% | 28.19% | 38.81% | 25.07% | 34.01% | 34.55% | +24.85% | +24.59% | 10.81% | 26.68% | 30.16% | 23.16% | 26.10% | 15.75% | 11.18% | 12.03% | 34.33% | 16.29% | 25.81% | 34.38% | 24.56% | 33.90% | 37.65% | +24.19% | +25.81% | 10.66% | 26.22% | 27.03% | 20.40% | 23.97% | 12.49% | 11.77% | 12.83% | 34.21% | 16.97% | 21.63% | 33.16% | 22.34% | 29.80% | 36.83% | +22.69% | +22.34% | 11.44% | 28.26% | 23.70% | 21.25% | 22.89% | 13.75% | 13.21% | 10.87% | 29.23% | 17.43% | 20.69% | 39.74% | 23.33% | 28.36% | 28.44% | +22.17% | +22.89% | 13.43% | 25.25% | 23.75% | 21.39% | 25.35% | 12.45% | 12.39% | 10.68% | 34.66% | 21.57% | 24.11% | 45.75% | 21.89% | 29.94% | 28.94% | +23.44% | +23.75% | 35.68% | 34.20% | 13.97% | 13.54% | 28.52% | 25.13% | 18.97% | 35.74% | 39.89% | 35.39% | +28.10% | +31.36% | 15.29% | 25.61% | 30.48% | 16.01% | 24.71% | 12.71% | 14.32% | 11.85% | 30.02% | 18.37% | 25.73% | 47.31% | 26.00% | 33.25% | 31.10% | +24.18% | +25.61% | 17.47% | 29.38% | 27.81% | 19.33% | 22.25% | 13.27% | 14.76% | 18.74% | 27.41% | 17.79% | 26.99% | 48.29% | 27.86% | 33.23% | 31.07% | +25.04% | +26.99% | 17.35% | 30.87% | 28.83% | 21.81% | 24.69% | 19.13% | 12.57% | 16.01% | 32.17% | 14.26% | 24.28% | 49.17% | 25.68% | 32.18% | 28.57% | +25.17% | +24.69% | 16.11% | 29.26% | 31.26% | 20.54% | 24.43% | 21.07% | 11.21% | 19.25% | 35.71% | 15.63% | 25.60% | 50.01% | 21.34% | 32.59% | 27.37% | +25.43% | +24.43% | 15.14% | 27.87% | 34.02% | 17.96% | 24.92% | 15.00% | 12.42% | 17.63% | 30.25% | 16.08% | 23.05% | 48.50% | 19.22% | 32.83% | 32.50% | +24.49% | +23.05% | 15.00% | 28.13% | 31.85% | 18.68% | 24.54% | 23.12% | 9.12% | 20.03% | 31.76% | 17.71% | 22.80% | 41.73% | 22.07% | 30.03% | 29.15% | +24.38% | +23.12% | 14.55% | 28.72% | 31.82% | 23.58% | 19.04% | 24.29% | 7.48% | 13.19% | 29.19% | 17.79% | 19.05% | 40.42% | 21.48% | 28.98% | 28.14% | +23.18% | +23.58% | 13.29% | 28.87% | 33.72% | 14.83% | 19.41% | 25.25% | 6.37% | 19.28% | 35.25% | 16.66% | 18.30% | 45.88% | 26.87% | 32.57% | 27.00% | +24.24% | +25.25% | 14.75% | 33.86% | 34.78% | 13.81% | 16.47% | 27.70% | 10.65% | 16.23% | 35.64% | 16.89% | 22.30% | 48.65% | 30.82% | 32.46% | 24.16% | +25.28% | +24.16% | 18.25% | 31.75% | 33.03% | 10.40% | 13.92% | 28.68% | 13.00% | 14.27% | 34.31% | 21.11% | 21.67% | 46.28% | 29.83% | 31.20% | 32.14% | +25.32% | +28.68% | 21.27% | 24.51% | 43.04% | 32.56% | 20.15% | 17.39% | 12.92% | 13.91% | 32.04% | 24.75% | 27.71% | 33.45% | 23.38% | 36.29% | 40.49% | 34.44% | +27.39% | +26.23% | 15.07% | 32.94% | 31.60% | 12.62% | 13.10% | 27.77% | 11.22% | 16.57% | 28.20% | 19.34% | 20.79% | 41.44% | 28.41% | 26.97% | 34.98% | +24.07% | +26.97% | 14.33% | 26.94% | 33.81% | 13.85% | 14.54% | 21.43% | 7.31% | 18.25% | 26.20% | 15.91% | 21.98% | 38.17% | 29.22% | 27.66% | 29.16% | +22.58% | +21.98% | 12.46% | 38.17% | 33.21% | 13.40% | 12.06% | 23.65% | 8.39% | 16.78% | 29.21% | 14.62% | 18.76% | 38.55% | 30.77% | 28.59% | 31.13% | +23.32% | +23.65% | 14.46% | 34.28% | 38.74% | 13.71% | 10.61% | 23.51% | 6.37% | 23.51% | 34.72% | 16.62% | 21.32% | 33.89% | 27.23% | 29.99% | 27.70% | +23.78% | +23.51% | 14.71% | 38.23% | 33.61% | 16.24% | 14.50% | 23.52% | 6.04% | 14.55% | 29.40% | 17.53% | 23.46% | 36.30% | 28.12% | 33.86% | 31.67% | +24.12% | +23.52% | 14.31% | 35.70% | 35.33% | 18.37% | 14.33% | 23.24% | 6.57% | 14.35% | 30.41% | 18.69% | 22.68% | 34.80% | 26.57% | 30.63% | 35.13% | +24.08% | +23.24% | 16.66% | 35.41% | 29.92% | 16.92% | 13.91% | 23.65% | 9.44% | 13.02% | 28.63% | 17.15% | 23.29% | 23.92% | 23.36% | 28.74% | 31.63% | +22.38% | +23.36% | 15.39% | 32.33% | 30.86% | 19.18% | 14.68% | 27.06% | 9.51% | 13.37% | 29.72% | 17.82% | 21.86% | 27.70% | 24.25% | 31.16% | 31.55% | +23.10% | +24.25% | 18.73% | 25.48% | 39.24% | 25.56% | 15.26% | 22.46% | 11.16% | 16.88% | 28.12% | 20.41% | 22.20% | 22.93% | 20.93% | 34.29% | 37.51% | +24.08% | +22.46% | 22.62% | 27.55% | 32.04% | 14.42% | 14.45% | 18.04% | 7.69% | 16.07% | 26.70% | 21.56% | 29.33% | 24.93% | 22.66% | 34.65% | 44.65% | +23.82% | +22.66% | 20.77% | 25.22% | 35.25% | 29.15% | 19.60% | 21.95% | 13.01% | 14.41% | 29.12% | 21.29% | 32.50% | 33.06% | 23.17% | 37.47% | 42.25% | 33.58% | +26.99% | +27.17% | 16.79% | 27.05% | 30.69% | 16.36% | 18.06% | 16.64% | 9.29% | 18.60% | 28.75% | 22.77% | 27.88% | 25.76% | 23.17% | 34.49% | 43.87% | +24.01% | +23.17% | 17.41% | 26.52% | 30.30% | 15.76% | 13.28% | 17.63% | 8.85% | 22.02% | 29.58% | 22.16% | 27.86% | 24.66% | 28.21% | 31.53% | 42.31% | +23.87% | +24.66% | 16.42% | 30.66% | 31.69% | 16.49% | 16.30% | 17.87% | 7.61% | 17.61% | 26.26% | 22.98% | 33.36% | 26.31% | 30.89% | 32.71% | 41.78% | +24.60% | +26.26% | 17.42% | 31.46% | 22.64% | 13.67% | 16.26% | 15.88% | 9.60% | 15.38% | 27.55% | 18.19% | 36.08% | 24.53% | 26.79% | 33.18% | 40.65% | +23.29% | +22.64% | 17.46% | 26.91% | 34.40% | 11.98% | 20.02% | 14.13% | 9.33% | 20.57% | 26.40% | 17.34% | 32.45% | 22.93% | 31.15% | 34.23% | 33.06% | +23.49% | +22.93% | 17.80% | 34.98% | 37.09% | 13.94% | 13.61% | 12.41% | 6.68% | 14.84% | 23.44% | 21.43% | 26.69% | 28.04% | 35.43% | 32.89% | 31.65% | +23.40% | +23.44% | 20.43% | 33.21% | 37.17% | 13.70% | 11.92% | 12.00% | 7.30% | 15.56% | 23.57% | 19.38% | 27.97% | 26.77% | 34.79% | 33.48% | 31.74% | +23.27% | +23.57% | 19.80% | 34.19% | 28.05% | 14.61% | 9.99% | 7.93% | 5.66% | 19.61% | 25.29% | 16.62% | 27.94% | 25.37% | 36.44% | 32.34% | 29.84% | +22.25% | +25.29% | 18.09% | 36.27% | 25.39% | 14.30% | 11.85% | 10.48% | 5.84% | 19.58% | 25.42% | 13.73% | 26.46% | 38.41% | 31.20% | 32.99% | 27.12% | +22.47% | +25.39% | 20.56% | 37.77% | 29.71% | 14.57% | 12.56% | 13.95% | 6.64% | 20.32% | 33.77% | 11.71% | 30.81% | 32.64% | 32.01% | 33.34% | 31.42% | +24.12% | +29.71% | 23.25% | 23.36% | 29.27% | 23.38% | 21.75% | 14.48% | 13.37% | 33.18% | 29.32% | 31.07% | 32.31% | 30.71% | 36.53% | 38.60% | 36.53% | +27.81% | +29.32% | 23.71% | 34.23% | 31.03% | 13.06% | 11.47% | 12.56% | 7.11% | 17.23% | 29.59% | 13.30% | 28.58% | 27.83% | 35.77% | 31.35% | 31.89% | +23.25% | +27.83% | 31.00% | 33.72% | 35.55% | 13.44% | 20.00% | 17.72% | 8.69% | 17.21% | 25.25% | 14.01% | 29.49% | 22.37% | 36.75% | 35.42% | 29.00% | +24.64% | +25.25% | 30.38% | 33.77% | 35.41% | 10.73% | 17.43% | 10.17% | 7.50% | 23.49% | 22.27% | 15.00% | 31.84% | 21.20% | 37.69% | 30.42% | 33.08% | +24.03% | +23.49% | 27.31% | 38.64% | 14.78% | 18.12% | 14.28% | 7.75% | 19.62% | 27.48% | 23.51% | 35.49% | 36.04% | +23.91% | +23.51% | 22.05% | 26.46% | 36.44% | 31.86% | 24.12% | 23.03% | 14.18% | 13.59% | 31.52% | 25.36% | 34.12% | 29.37% | 35.04% | 34.56% | 35.38% | +27.81% | +29.37% | 18.90% | 41.84% | 27.51% | 19.07% | 24.55% | 12.53% | 11.42% | 31.09% | 35.52% | 30.36% | 33.89% | 41.97% | 35.51% | +28.01% | +30.36% | 22.40% | 26.04% | 40.01% | 20.32% | 20.39% | 11.42% | 32.59% | 25.53% | 37.97% | 33.30% | 32.72% | 30.88% | 37.51% | 34.39% | +28.96% | +31.74% | 23.99% | 41.24% | 28.19% | 20.76% | 14.49% | 9.40% | 37.69% | 25.16% | 35.24% | 32.06% | 28.33% | 30.15% | 37.53% | 36.18% | +28.60% | +29.24% | 25.33% | 26.91% | 43.54% | 25.65% | 22.23% | 22.92% | 18.12% | 7.29% | 36.20% | 20.78% | 37.41% | 33.87% | 26.95% | 29.36% | 37.69% | 37.18% | +28.21% | +26.93% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 7 entries, 0 to 6 Columns: 1171 entries, Industry to W9_TRUNG VỊ dtypes: object(1171) memory usage: 64.2+ KB None Số giá trị bị rỗng: Industry 0 Type of Value 0 M10_2010 0 M10_2011 0 M10_2012 0 M10_2013 0 M10_2014 0 M10_2015 0 M10_2016 0 M10_2017 0 M10_2018 0 M10_2019 0 M10_2020 0 M10_2021 0 M10_2022 0 M10_2023 0 M10_2024 0 M10_TRUNG BÌNH 0 M10_TRUNG VỊ 0 M11_2010 0 M11_2011 0 M11_2012 0 M11_2013 0 M11_2014 0 M11_2015 0 M11_2016 0 M11_2017 0 M11_2018 0 M11_2019 0 M11_2020 0 M11_2021 0 M11_2022 0 M11_2023 0 M11_2024 0 M11_TRUNG BÌNH 0 M11_TRUNG VỊ 0 M12_2010 0 M12_2011 0 M12_2012 0 M12_2013 0 M12_2014 0 M12_2015 0 M12_2016 0 M12_2017 0 M12_2018 0 M12_2019 0 M12_2020 0 M12_2021 0 M12_2022 0 M12_2023 0 M12_2024 0 M12_TRUNG BÌNH 0 M12_TRUNG VỊ 0 M1_2010 0 M1_2011 0 M1_2012 0 M1_2013 0 M1_2014 0 M1_2015 0 M1_2016 0 M1_2017 0 M1_2018 0 M1_2019 0 M1_2020 0 M1_2021 0 M1_2022 0 M1_2023 0 M1_2024 0 M1_2025 0 M1_TRUNG BÌNH 0 M1_TRUNG VỊ 0 M2_2010 0 M2_2011 0 M2_2012 0 M2_2013 0 M2_2014 0 M2_2015 0 M2_2016 0 M2_2017 0 M2_2018 0 M2_2019 0 M2_2020 0 M2_2021 0 M2_2022 0 M2_2023 0 M2_2024 0 M2_2025 0 M2_TRUNG BÌNH 0 M2_TRUNG VỊ 0 M3_2010 0 M3_2011 0 M3_2012 0 M3_2013 0 M3_2014 0 M3_2015 0 M3_2016 0 M3_2017 0 M3_2018 0 M3_2019 0 M3_2020 0 M3_2021 0 M3_2022 0 M3_2023 0 M3_2024 0 M3_2025 0 M3_TRUNG BÌNH 0 M3_TRUNG VỊ 0 M4_2010 0 M4_2011 0 M4_2012 0 M4_2013 0 M4_2014 0 M4_2015 0 M4_2016 0 M4_2017 0 M4_2018 0 M4_2019 0 M4_2020 0 M4_2021 0 M4_2022 0 M4_2023 0 M4_2024 0 M4_TRUNG BÌNH 0 M4_TRUNG VỊ 0 M5_2010 0 M5_2011 0 M5_2012 0 M5_2013 0 M5_2014 0 M5_2015 0 M5_2016 0 M5_2017 0 M5_2018 0 M5_2019 0 M5_2020 0 M5_2021 0 M5_2022 0 M5_2023 0 M5_2024 0 M5_TRUNG BÌNH 0 M5_TRUNG VỊ 0 M6_2010 0 M6_2011 0 M6_2012 0 M6_2013 0 M6_2014 0 M6_2015 0 M6_2016 0 M6_2017 0 M6_2018 0 M6_2019 0 M6_2020 0 M6_2021 0 M6_2022 0 M6_2023 0 M6_2024 0 M6_TRUNG BÌNH 0 M6_TRUNG VỊ 0 M7_2010 0 M7_2011 0 M7_2012 0 M7_2013 0 M7_2014 0 M7_2015 0 M7_2016 0 M7_2017 0 M7_2018 0 M7_2019 0 M7_2020 0 M7_2021 0 M7_2022 0 M7_2023 0 M7_2024 0 M7_TRUNG BÌNH 0 M7_TRUNG VỊ 0 M8_2010 0 M8_2011 0 M8_2012 0 M8_2013 0 M8_2014 0 M8_2015 0 M8_2016 0 M8_2017 0 M8_2018 0 M8_2019 0 M8_2020 0 M8_2021 0 M8_2022 0 M8_2023 0 M8_2024 0 M8_TRUNG BÌNH 0 M8_TRUNG VỊ 0 M9_2010 0 M9_2011 0 M9_2012 0 M9_2013 0 M9_2014 0 M9_2015 0 M9_2016 0 M9_2017 0 M9_2018 0 M9_2019 0 M9_2020 0 M9_2021 0 M9_2022 0 M9_2023 0 M9_2024 0 M9_TRUNG BÌNH 0 M9_TRUNG VỊ 0 Q1_2010 0 Q1_2011 0 Q1_2012 0 Q1_2013 0 Q1_2014 0 Q1_2015 0 Q1_2016 0 Q1_2017 0 Q1_2018 0 Q1_2019 0 Q1_2020 0 Q1_2021 0 Q1_2022 0 Q1_2023 0 Q1_2024 0 Q1_2025 0 Q1_TRUNG BÌNH 0 Q1_TRUNG VỊ 0 Q2_2010 0 Q2_2011 0 Q2_2012 0 Q2_2013 0 Q2_2014 0 Q2_2015 0 Q2_2016 0 Q2_2017 0 Q2_2018 0 Q2_2019 0 Q2_2020 0 Q2_2021 0 Q2_2022 0 Q2_2023 0 Q2_2024 0 Q2_TRUNG BÌNH 0 Q2_TRUNG VỊ 0 Q3_2010 0 Q3_2011 0 Q3_2012 0 Q3_2013 0 Q3_2014 0 Q3_2015 0 Q3_2016 0 Q3_2017 0 Q3_2018 0 Q3_2019 0 Q3_2020 0 Q3_2021 0 Q3_2022 0 Q3_2023 0 Q3_2024 0 Q3_TRUNG BÌNH 0 Q3_TRUNG VỊ 0 Q4_2010 0 Q4_2011 0 Q4_2012 0 Q4_2013 0 Q4_2014 0 Q4_2015 0 Q4_2016 0 Q4_2017 0 Q4_2018 0 Q4_2019 0 Q4_2020 0 Q4_2021 0 Q4_2022 0 Q4_2023 0 Q4_2024 0 Q4_TRUNG BÌNH 0 Q4_TRUNG VỊ 0 W10_2010 0 W10_2011 0 W10_2012 0 W10_2013 0 W10_2014 0 W10_2015 0 W10_2016 0 W10_2017 0 W10_2018 0 W10_2019 0 W10_2020 0 W10_2021 0 W10_2022 0 W10_2023 0 W10_2024 0 W10_2025 0 W10_TRUNG BÌNH 0 W10_TRUNG VỊ 0 W11_2010 0 W11_2011 0 W11_2012 0 W11_2013 0 W11_2014 0 W11_2015 0 W11_2016 0 W11_2017 0 W11_2018 0 W11_2019 0 W11_2020 0 W11_2021 0 W11_2022 0 W11_2023 0 W11_2024 0 W11_2025 0 W11_TRUNG BÌNH 0 W11_TRUNG VỊ 0 W12_2010 0 W12_2011 0 W12_2012 0 W12_2013 0 W12_2014 0 W12_2015 0 W12_2016 0 W12_2017 0 W12_2018 0 W12_2019 0 W12_2020 0 W12_2021 0 W12_2022 0 W12_2023 0 W12_2024 0 W12_TRUNG BÌNH 0 W12_TRUNG VỊ 0 W13_2010 0 W13_2011 0 W13_2012 0 W13_2013 0 W13_2014 0 W13_2015 0 W13_2016 0 W13_2017 0 W13_2018 0 W13_2019 0 W13_2020 0 W13_2021 0 W13_2022 0 W13_2023 0 W13_2024 0 W13_TRUNG BÌNH 0 W13_TRUNG VỊ 0 W14_2010 0 W14_2011 0 W14_2012 0 W14_2013 0 W14_2014 0 W14_2015 0 W14_2016 0 W14_2017 0 W14_2018 0 W14_2019 0 W14_2020 0 W14_2021 0 W14_2022 0 W14_2023 0 W14_2024 0 W14_TRUNG BÌNH 0 W14_TRUNG VỊ 0 W15_2010 0 W15_2011 0 W15_2012 0 W15_2013 0 W15_2014 0 W15_2015 0 W15_2016 0 W15_2017 0 W15_2018 0 W15_2019 0 W15_2020 0 W15_2021 0 W15_2022 0 W15_2023 0 W15_2024 0 W15_TRUNG BÌNH 0 W15_TRUNG VỊ 0 W16_2010 0 W16_2011 0 W16_2012 0 W16_2013 0 W16_2014 0 W16_2015 0 W16_2016 0 W16_2017 0 W16_2018 0 W16_2019 0 W16_2020 0 W16_2021 0 W16_2022 0 W16_2023 0 W16_2024 0 W16_TRUNG BÌNH 0 W16_TRUNG VỊ 0 W17_2010 0 W17_2011 0 W17_2012 0 W17_2013 0 W17_2014 0 W17_2015 0 W17_2016 0 W17_2017 0 W17_2018 0 W17_2019 0 W17_2020 0 W17_2021 0 W17_2022 0 W17_2023 0 W17_2024 0 W17_TRUNG BÌNH 0 W17_TRUNG VỊ 0 W18_2010 0 W18_2011 0 W18_2012 0 W18_2013 0 W18_2014 0 W18_2015 0 W18_2016 0 W18_2017 0 W18_2018 0 W18_2019 0 W18_2020 0 W18_2021 0 W18_2022 0 W18_2023 0 W18_2024 0 W18_TRUNG BÌNH 0 W18_TRUNG VỊ 0 W19_2010 0 W19_2011 0 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W23_2019 0 W23_2020 0 W23_2021 0 W23_2022 0 W23_2023 0 W23_2024 0 W23_TRUNG BÌNH 0 W23_TRUNG VỊ 0 W24_2010 0 W24_2011 0 W24_2012 0 W24_2013 0 W24_2014 0 W24_2015 0 W24_2016 0 W24_2017 0 W24_2018 0 W24_2019 0 W24_2020 0 W24_2021 0 W24_2022 0 W24_2023 0 W24_2024 0 W24_TRUNG BÌNH 0 W24_TRUNG VỊ 0 W25_2010 0 W25_2011 0 W25_2012 0 W25_2013 0 W25_2014 0 W25_2015 0 W25_2016 0 W25_2017 0 W25_2018 0 W25_2019 0 W25_2020 0 W25_2021 0 W25_2022 0 W25_2023 0 W25_2024 0 W25_TRUNG BÌNH 0 W25_TRUNG VỊ 0 W26_2010 0 W26_2011 0 W26_2012 0 W26_2013 0 W26_2014 0 W26_2015 0 W26_2016 0 W26_2017 0 W26_2018 0 W26_2019 0 W26_2020 0 W26_2021 0 W26_2022 0 W26_2023 0 W26_2024 0 W26_TRUNG BÌNH 0 W26_TRUNG VỊ 0 W27_2010 0 W27_2011 0 W27_2012 0 W27_2013 0 W27_2014 0 W27_2015 0 W27_2016 0 W27_2017 0 W27_2018 0 W27_2019 0 W27_2020 0 W27_2021 0 W27_2022 0 W27_2023 0 W27_2024 0 W27_TRUNG BÌNH 0 W27_TRUNG VỊ 0 W28_2010 0 W28_2011 0 W28_2012 0 W28_2013 0 W28_2014 0 W28_2015 0 W28_2016 0 W28_2017 0 W28_2018 0 W28_2019 0 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W51_2011 0 W51_2012 0 W51_2013 0 W51_2014 0 W51_2015 0 W51_2016 0 W51_2017 0 W51_2018 0 W51_2019 0 W51_2020 0 W51_2021 0 W51_2022 0 W51_2023 0 W51_2024 0 W51_TRUNG BÌNH 0 W51_TRUNG VỊ 0 W52_2010 0 W52_2011 0 W52_2012 0 W52_2013 0 W52_2014 0 W52_2015 0 W52_2016 0 W52_2017 0 W52_2018 0 W52_2019 0 W52_2020 0 W52_2021 0 W52_2022 0 W52_2023 0 W52_2024 0 W52_TRUNG BÌNH 0 W52_TRUNG VỊ 0 W53_2010 0 W53_2011 0 W53_2013 0 W53_2014 0 W53_2015 0 W53_2016 0 W53_2019 0 W53_2020 0 W53_2021 0 W53_2022 0 W53_2024 0 W53_TRUNG BÌNH 0 W53_TRUNG VỊ 0 W5_2010 0 W5_2011 0 W5_2012 0 W5_2013 0 W5_2014 0 W5_2015 0 W5_2016 0 W5_2017 0 W5_2018 0 W5_2019 0 W5_2020 0 W5_2021 0 W5_2022 0 W5_2023 0 W5_2024 0 W5_TRUNG BÌNH 0 W5_TRUNG VỊ 0 W6_2010 0 W6_2012 0 W6_2013 0 W6_2014 0 W6_2015 0 W6_2016 0 W6_2017 0 W6_2018 0 W6_2020 0 W6_2021 0 W6_2023 0 W6_2024 0 W6_2025 0 W6_TRUNG BÌNH 0 W6_TRUNG VỊ 0 W7_2010 0 W7_2011 0 W7_2012 0 W7_2014 0 W7_2015 0 W7_2017 0 W7_2018 0 W7_2019 0 W7_2020 0 W7_2021 0 W7_2022 0 W7_2023 0 W7_2024 0 W7_2025 0 W7_TRUNG BÌNH 0 W7_TRUNG VỊ 0 W8_2011 0 W8_2012 0 W8_2013 0 W8_2014 0 W8_2016 0 W8_2017 0 W8_2018 0 W8_2019 0 W8_2020 0 W8_2021 0 W8_2022 0 W8_2023 0 W8_2024 0 W8_2025 0 W8_TRUNG BÌNH 0 W8_TRUNG VỊ 0 W9_2010 0 W9_2011 0 W9_2012 0 W9_2013 0 W9_2014 0 W9_2015 0 W9_2016 0 W9_2017 0 W9_2018 0 W9_2019 0 W9_2020 0 W9_2021 0 W9_2022 0 W9_2023 0 W9_2024 0 W9_2025 0 W9_TRUNG BÌNH 0 W9_TRUNG VỊ 0 dtype: int64 Thống kê các giá trị:
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 |
| unique | 7 | 1 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 |
| top | Chăm sóc sức khỏe | Dòng tiền ngành | 0.76% | 0.61% | 0.48% | 2.00% | 2.88% | 1.23% | 1.41% | 2.65% | 0.73% | 0.48% | 0.35% | 0.93% | 0.25% | 0.32% | 0.38% | +1.03% | +0.73% | 0.55% | 0.93% | 0.23% | 1.56% | 3.40% | 2.40% | 1.38% | 1.67% | 0.72% | 0.75% | 0.32% | 0.89% | 0.26% | 0.22% | 0.42% | +1.05% | +0.75% | 0.53% | 0.49% | 0.27% | 1.79% | 2.05% | 0.84% | 1.05% | 1.90% | 0.68% | 1.43% | 0.89% | 0.98% | 0.20% | 0.25% | 0.75% | +0.94% | +0.84% | 0.90% | 0.55% | 0.65% | 0.19% | 1.65% | 1.53% | 1.35% | 1.08% | 1.26% | 0.63% | 1.10% | 1.10% | 0.72% | 0.22% | 0.22% | 0.65% | +0.86% | +0.81% | 1.02% | 0.51% | 0.36% | 0.14% | 0.96% | 3.49% | 1.39% | 1.37% | 0.86% | 1.47% | 1.30% | 0.56% | 0.52% | 0.38% | 0.24% | 0.55% | +0.94% | +0.71% | 0.71% | 0.69% | 0.31% | 0.54% | 1.19% | 2.38% | 1.32% | 1.58% | 1.04% | 1.02% | 0.94% | 0.47% | 0.58% | 0.36% | 0.21% | 0.34% | +0.89% | +0.71% | 0.75% | 0.62% | 0.22% | 0.33% | 1.17% | 3.78% | 1.46% | 0.91% | 0.74% | 0.51% | 1.04% | 0.48% | 0.62% | 0.40% | 0.21% | +0.88% | +0.62% | 0.63% | 0.66% | 0.16% | 0.29% | 1.52% | 3.27% | 0.91% | 1.34% | 0.57% | 0.36% | 0.63% | 0.51% | 0.40% | 0.66% | 0.31% | +0.81% | +0.63% | 1.05% | 0.57% | 0.12% | 0.39% | 2.45% | 3.03% | 1.47% | 2.13% | 0.69% | 0.34% | 0.81% | 0.85% | 0.30% | 0.58% | 0.40% | +1.01% | +0.69% | 1.41% | 0.74% | 0.21% | 1.01% | 1.66% | 1.93% | 2.30% | 2.15% | 0.89% | 0.33% | 0.76% | 0.71% | 0.39% | 0.54% | 0.64% | +1.04% | +0.76% | 1.64% | 0.79% | 0.39% | 2.75% | 1.51% | 2.25% | 1.73% | 2.69% | 0.93% | 0.46% | 1.02% | 1.44% | 0.41% | 0.40% | 0.36% | +13.10% | +1.02% | 0.94% | 0.56% | 0.38% | 2.38% | 1.80% | 1.66% | 1.78% | 2.66% | 0.98% | 0.65% | 0.75% | 1.36% | 0.27% | 0.25% | 0.45% | +1.13% | +0.94% | 0.83% | 0.59% | 0.35% | 0.27% | 1.20% | 2.28% | 1.35% | 1.42% | 1.09% | 1.06% | 1.10% | 0.72% | 0.61% | 0.32% | 0.22% | 0.53% | +0.89% | +0.83% | 0.79% | 0.61% | 0.17% | 0.34% | 1.63% | 3.29% | 1.31% | 1.49% | 0.67% | 0.40% | 0.81% | 0.64% | 0.46% | 0.55% | 0.31% | +0.90% | +0.64% | 1.33% | 0.66% | 0.32% | 1.99% | 1.67% | 1.97% | 1.94% | 2.50% | 0.94% | 0.47% | 0.84% | 1.19% | 0.36% | 0.39% | 0.49% | +1.14% | +0.94% | 0.59% | 0.67% | 0.33% | 1.77% | 2.80% | 1.52% | 1.28% | 2.02% | 0.71% | 0.86% | 0.59% | 0.93% | 0.23% | 0.26% | 0.51% | +1.01% | +0.71% | 0.91% | 0.65% | 0.36% | 0.10% | 1.27% | 0.99% | 1.17% | 2.00% | 0.73% | 1.31% | 0.98% | 0.33% | 0.69% | 0.31% | 0.22% | 0.34% | +0.77% | +0.71% | 0.48% | 0.91% | 0.22% | 0.19% | 1.68% | 1.87% | 1.44% | 1.06% | 0.64% | 1.18% | 0.91% | 0.41% | 0.58% | 0.33% | 0.19% | 0.33% | +0.81% | +0.64% | 0.95% | 0.53% | 0.26% | 1.24% | 0.91% | 3.14% | 1.28% | 1.21% | 1.46% | 0.71% | 1.00% | 0.56% | 0.56% | 0.41% | 0.23% | +0.96% | +0.91% | 0.61% | 0.74% | 0.35% | 0.85% | 1.10% | 3.95% | 1.18% | 1.83% | 1.70% | 0.61% | 0.94% | 0.56% | 0.56% | 0.30% | 0.20% | +1.03% | +0.74% | 0.57% | 0.79% | 0.38% | 0.39% | 1.15% | 4.35% | 1.53% | 1.18% | 0.86% | 0.54% | 0.70% | 0.49% | 0.71% | 0.31% | 0.16% | +0.94% | +0.70% | 0.65% | 0.69% | 0.21% | 0.30% | 1.17% | 4.00% | 1.79% | 0.99% | 0.81% | 0.60% | 0.94% | 0.47% | 0.68% | 0.35% | 0.26% | +0.93% | +0.68% | 1.14% | 0.71% | 0.17% | 0.32% | 1.22% | 3.42% | 1.86% | 0.58% | 0.70% | 0.42% | 1.23% | 0.63% | 0.62% | 0.48% | 0.21% | +0.91% | +0.63% | 0.72% | 0.48% | 0.20% | 0.28% | 1.14% | 3.96% | 1.30% | 0.90% | 0.54% | 0.46% | 1.05% | 0.32% | 0.54% | 0.54% | 0.25% | +0.84% | +0.54% | 0.53% | 0.50% | 0.11% | 0.31% | 0.87% | 2.97% | 0.92% | 1.11% | 0.58% | 0.27% | 1.09% | 0.42% | 0.44% | 1.10% | 0.20% | +0.76% | +0.53% | 0.50% | 0.83% | 0.12% | 8.64% | 1.12% | 2.96% | 0.90% | 0.89% | 0.58% | 0.46% | 0.64% | 0.41% | 0.37% | 0.75% | 0.28% | +0.73% | +0.58% | 0.52% | 0.08% | 3.43% | 0.95% | 1.50% | 0.64% | 1.67% | 0.20% | 0.27% | 0.46% | +0.97% | +0.58% | 0.59% | 0.62% | 0.11% | 0.30% | 1.27% | 4.54% | 0.95% | 0.96% | 0.44% | 0.32% | 0.64% | 0.27% | 0.41% | 0.58% | 0.35% | +0.82% | +0.58% | 0.75% | 0.53% | 0.33% | 0.27% | 1.68% | 4.26% | 0.94% | 1.82% | 0.41% | 0.34% | 0.66% | 0.44% | 0.34% | 0.52% | 0.35% | +0.91% | +0.52% | 0.87% | 0.71% | 0.17% | 0.35% | 2.02% | 1.88% | 0.99% | 2.02% | 0.77% | 0.37% | 0.58% | 0.81% | 0.49% | 0.61% | 0.26% | +0.86% | +0.71% | 0.96% | 0.38% | 0.13% | 0.40% | 2.71% | 2.62% | 0.90% | 1.71% | 0.90% | 0.30% | 0.71% | 0.78% | 0.33% | 0.54% | 0.28% | +0.91% | +0.71% | 1.07% | 0.45% | 0.08% | 0.37% | 2.59% | 3.41% | 1.21% | 1.76% | 0.42% | 0.51% | 0.74% | 0.68% | 0.32% | 0.73% | 0.36% | +0.98% | +0.68% | 0.72% | 0.28% | 0.13% | 0.41% | 2.59% | 3.30% | 1.41% | 3.26% | 0.73% | 0.28% | 1.03% | 1.01% | 0.33% | 0.58% | 0.54% | +1.11% | +0.72% | 1.26% | 1.05% | 0.15% | 0.40% | 2.02% | 2.70% | 1.60% | 1.82% | 0.74% | 0.29% | 0.83% | 1.05% | 0.28% | 0.47% | 0.45% | +1.01% | +0.83% | 1.09% | 1.21% | 0.16% | 0.43% | 1.34% | 2.45% | 1.99% | 1.49% | 1.23% | 0.35% | 0.78% | 0.79% | 0.28% | 0.39% | 0.53% | +0.97% | +0.79% | 1.23% | 0.66% | 0.25% | 0.55% | 1.63% | 1.88% | 2.37% | 16.23% | 0.88% | 0.34% | 0.65% | 0.80% | 0.24% | 0.44% | 0.46% | +0.98% | +0.66% | 1.62% | 0.77% | 0.12% | 0.41% | 1.79% | 2.10% | 2.51% | 2.35% | 0.84% | 0.25% | 0.83% | 0.52% | 0.33% | 0.64% | 1.01% | +1.07% | +0.83% | 0.92% | 0.82% | 0.81% | 0.21% | 2.19% | 1.95% | 1.04% | 1.14% | 1.34% | 0.65% | 1.20% | 1.38% | 0.88% | 0.18% | 0.21% | 0.68% | +0.97% | +0.90% | 1.23% | 0.95% | 0.26% | 1.41% | 1.87% | 1.68% | 2.08% | 2.24% | 0.67% | 0.37% | 0.77% | 0.79% | 0.56% | 0.65% | 0.57% | +1.07% | +0.79% | 1.77% | 0.59% | 0.63% | 3.70% | 1.82% | 1.92% | 2.21% | 2.29% | 0.72% | 0.45% | 0.78% | 0.63% | 0.42% | 0.47% | 0.44% | +1.26% | +0.72% | 1.49% | 0.78% | 0.39% | 13.40% | 1.60% | 2.51% | 1.77% | 2.69% | 1.18% | 0.38% | 0.92% | 0.90% | 0.48% | 0.47% | 0.32% | +1.31% | +0.92% | 1.35% | 0.94% | 0.50% | 3.25% | 1.50% | 1.94% | 1.33% | 2.39% | 0.70% | 0.32% | 0.87% | 0.96% | 0.49% | 0.38% | 0.37% | +1.15% | +0.94% | 2.32% | 0.94% | 0.30% | 2.23% | 1.17% | 1.92% | 2.17% | 3.06% | 1.01% | 0.28% | 1.36% | 1.88% | 0.33% | 0.37% | 0.39% | +1.32% | +1.17% | 1.95% | 0.76% | 0.28% | 2.02% | 1.67% | 2.60% | 1.86% | 3.05% | 1.00% | 0.82% | 0.99% | 1.75% | 0.37% | 0.31% | 0.35% | +1.32% | +1.00% | 1.01% | 0.49% | 0.37% | 2.14% | 1.42% | 1.93% | 1.28% | 2.45% | 1.11% | 0.43% | 0.84% | 1.78% | 0.39% | 0.34% | 0.44% | +1.09% | +1.01% | 0.69% | 0.70% | 0.39% | 2.06% | 1.17% | 1.65% | 2.08% | 2.10% | 0.91% | 0.97% | 0.93% | 1.76% | 0.28% | 0.23% | 0.54% | +1.10% | +0.93% | 0.76% | 0.33% | 0.32% | 1.83% | 1.71% | 1.42% | 1.91% | 2.72% | 0.90% | 0.38% | 0.78% | 1.51% | 0.27% | 0.19% | 0.51% | +1.04% | +0.78% | 1.23% | 0.66% | 0.49% | 3.26% | 2.39% | 1.78% | 1.56% | 3.43% | 1.05% | 0.78% | 0.66% | 1.03% | 0.27% | 0.25% | 0.35% | +1.28% | +1.03% | 0.86% | 0.43% | 0.67% | 0.19% | 1.39% | 1.18% | 0.99% | 1.12% | 0.96% | 0.82% | 0.84% | 1.24% | 0.84% | 0.25% | 0.18% | 0.73% | +0.79% | +0.84% | 1.25% | 0.75% | 0.53% | 1.84% | 2.73% | 1.58% | 1.66% | 2.10% | 0.95% | 0.69% | 0.48% | 0.86% | 0.27% | 0.22% | 0.28% | +1.08% | +0.86% | 0.99% | 0.67% | 0.47% | 1.89% | 2.84% | 1.33% | 1.46% | 1.18% | 0.72% | 0.61% | 0.45% | 0.96% | 0.27% | 0.48% | 0.38% | +0.98% | +0.72% | 0.62% | 0.54% | 10.18% | 1.85% | 2.47% | 1.30% | 1.42% | 3.22% | 0.62% | 0.44% | 0.29% | 0.72% | 0.21% | 0.31% | 0.42% | +0.98% | +0.62% | 0.43% | 0.72% | 0.90% | 1.88% | 3.86% | 0.80% | 1.61% | 3.75% | 0.62% | 0.29% | 0.34% | 1.16% | 0.19% | 0.26% | 0.47% | +1.15% | +0.72% | 0.56% | 0.60% | 0.31% | 3.00% | 2.91% | 1.42% | 1.23% | 3.12% | 0.57% | 0.35% | 0.31% | 0.92% | 0.32% | 0.28% | 0.37% | +1.08% | +0.57% | 0.41% | 1.05% | 0.18% | 2.53% | 3.58% | 1.17% | 1.12% | 1.07% | 1.05% | 0.51% | 0.35% | 0.78% | 0.20% | 0.20% | 0.37% | +0.97% | +0.78% | 0.45% | 1.06% | 0.21% | 1.40% | 3.32% | 2.58% | 0.90% | 1.81% | 0.58% | 1.07% | 0.37% | 0.94% | 0.25% | 0.23% | 0.33% | +1.03% | +0.90% | 0.52% | 1.07% | 0.24% | 1.12% | 3.54% | 3.82% | 0.93% | 1.86% | 0.66% | 0.74% | 0.27% | 0.97% | 0.30% | 0.22% | 0.35% | +1.11% | +0.74% | 0.53% | 0.37% | 0.30% | 1.34% | 3.15% | 1.97% | 2.16% | 1.41% | 0.66% | 0.80% | 0.31% | 0.83% | 0.25% | 0.22% | 0.71% | +1.00% | +0.71% | 0.80% | 0.60% | 0.26% | 1.17% | 2.23% | 1.42% | 1.70% | 1.60% | 0.58% | 0.72% | 0.42% | 1.03% | 0.23% | 0.17% | 0.69% | +0.91% | +0.72% | 0.84% | 0.48% | 0.22% | 1.20% | 1.42% | 1.99% | 1.07% | 1.61% | 0.64% | 0.69% | 1.34% | 0.63% | 0.19% | 0.21% | 0.64% | +0.88% | +0.69% | 0.46% | 0.44% | 0.29% | 1.24% | 1.64% | 1.00% | 1.35% | 1.92% | 0.61% | 1.16% | 0.66% | 0.70% | 0.21% | 0.24% | 0.80% | +0.85% | +0.70% | 0.39% | 0.59% | 0.28% | 1.93% | 1.22% | 0.58% | 0.96% | 1.84% | 0.68% | 1.60% | 0.65% | 1.05% | 0.13% | 0.39% | 0.74% | +0.87% | +0.68% | 0.58% | 0.30% | 0.25% | 2.62% | 3.29% | 0.67% | 0.71% | 2.07% | 0.91% | 1.94% | 1.00% | 1.00% | 0.21% | 0.30% | 0.85% | +1.11% | +0.85% | 0.68% | 0.55% | 2.50% | 2.95% | 0.95% | 0.86% | 2.70% | 1.66% | 1.10% | 0.31% | 0.52% | +1.34% | +0.95% | 1.00% | 0.55% | 0.40% | 0.20% | 1.28% | 1.60% | 1.35% | 0.87% | 1.02% | 0.33% | 1.35% | 0.43% | 0.43% | 0.23% | 0.20% | +0.75% | +0.55% | 0.76% | 0.24% | 0.18% | 1.07% | 3.39% | 1.16% | 0.82% | 0.97% | 1.28% | 0.75% | 0.42% | 0.14% | 0.49% | +0.90% | +0.76% | 0.86% | 0.64% | 0.69% | 1.09% | 4.25% | 1.19% | 0.75% | 0.50% | 1.29% | 0.53% | 0.38% | 0.29% | 0.13% | 0.62% | +0.94% | +0.67% | 0.47% | 0.34% | 0.12% | 1.09% | 1.59% | 1.50% | 0.65% | 1.58% | 1.44% | 0.49% | 0.49% | 0.39% | 0.28% | 0.66% | +0.79% | +0.57% | 1.46% | 0.40% | 0.32% | 0.15% | 0.68% | 2.79% | 1.36% | 2.44% | 0.65% | 2.36% | 1.21% | 0.45% | 0.55% | 0.69% | 0.30% | 0.43% | +1.01% | +0.67% |
| freq | 1 | 7 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
Industry 7 Type of Value 1 M10_2010 7 M10_2011 7 M10_2012 7 M10_2013 7 M10_2014 7 M10_2015 7 M10_2016 7 M10_2017 7 M10_2018 7 M10_2019 7 M10_2020 7 M10_2021 7 M10_2022 7 M10_2023 7 M10_2024 7 M10_TRUNG BÌNH 7 M10_TRUNG VỊ 7 M11_2010 7 M11_2011 7 M11_2012 7 M11_2013 7 M11_2014 7 M11_2015 7 M11_2016 7 M11_2017 7 M11_2018 7 M11_2019 7 M11_2020 7 M11_2021 7 M11_2022 7 M11_2023 7 M11_2024 7 M11_TRUNG BÌNH 7 M11_TRUNG VỊ 7 M12_2010 7 M12_2011 7 M12_2012 7 M12_2013 7 M12_2014 7 M12_2015 7 M12_2016 7 M12_2017 7 M12_2018 7 M12_2019 7 M12_2020 7 M12_2021 7 M12_2022 7 M12_2023 7 M12_2024 7 M12_TRUNG BÌNH 7 M12_TRUNG VỊ 7 M1_2010 7 M1_2011 7 M1_2012 7 M1_2013 7 M1_2014 7 M1_2015 7 M1_2016 7 M1_2017 7 M1_2018 7 M1_2019 7 M1_2020 7 M1_2021 7 M1_2022 7 M1_2023 7 M1_2024 7 M1_2025 7 M1_TRUNG BÌNH 7 M1_TRUNG VỊ 7 M2_2010 7 M2_2011 7 M2_2012 7 M2_2013 7 M2_2014 7 M2_2015 7 M2_2016 7 M2_2017 7 M2_2018 7 M2_2019 7 M2_2020 7 M2_2021 7 M2_2022 7 M2_2023 7 M2_2024 7 M2_2025 7 M2_TRUNG BÌNH 7 M2_TRUNG VỊ 7 M3_2010 7 M3_2011 7 M3_2012 7 M3_2013 7 M3_2014 7 M3_2015 7 M3_2016 7 M3_2017 7 M3_2018 7 M3_2019 7 M3_2020 7 M3_2021 7 M3_2022 7 M3_2023 7 M3_2024 7 M3_2025 7 M3_TRUNG BÌNH 7 M3_TRUNG VỊ 7 M4_2010 7 M4_2011 7 M4_2012 7 M4_2013 7 M4_2014 7 M4_2015 7 M4_2016 7 M4_2017 7 M4_2018 7 M4_2019 7 M4_2020 7 M4_2021 7 M4_2022 7 M4_2023 7 M4_2024 7 M4_TRUNG BÌNH 7 M4_TRUNG VỊ 7 M5_2010 7 M5_2011 7 M5_2012 7 M5_2013 7 M5_2014 7 M5_2015 7 M5_2016 7 M5_2017 7 M5_2018 7 M5_2019 7 M5_2020 7 M5_2021 7 M5_2022 7 M5_2023 7 M5_2024 7 M5_TRUNG BÌNH 7 M5_TRUNG VỊ 7 M6_2010 7 M6_2011 7 M6_2012 7 M6_2013 7 M6_2014 7 M6_2015 7 M6_2016 7 M6_2017 7 M6_2018 7 M6_2019 7 M6_2020 7 M6_2021 7 M6_2022 7 M6_2023 7 M6_2024 7 M6_TRUNG BÌNH 7 M6_TRUNG VỊ 7 M7_2010 7 M7_2011 7 M7_2012 7 M7_2013 7 M7_2014 7 M7_2015 7 M7_2016 7 M7_2017 7 M7_2018 7 M7_2019 7 M7_2020 7 M7_2021 7 M7_2022 7 M7_2023 7 M7_2024 7 M7_TRUNG BÌNH 7 M7_TRUNG VỊ 7 M8_2010 7 M8_2011 7 M8_2012 7 M8_2013 7 M8_2014 7 M8_2015 7 M8_2016 7 M8_2017 7 M8_2018 7 M8_2019 7 M8_2020 7 M8_2021 7 M8_2022 7 M8_2023 7 M8_2024 7 M8_TRUNG BÌNH 6 M8_TRUNG VỊ 7 M9_2010 7 M9_2011 7 M9_2012 7 M9_2013 7 M9_2014 7 M9_2015 7 M9_2016 7 M9_2017 7 M9_2018 7 M9_2019 7 M9_2020 7 M9_2021 7 M9_2022 7 M9_2023 7 M9_2024 7 M9_TRUNG BÌNH 7 M9_TRUNG VỊ 7 Q1_2010 7 Q1_2011 7 Q1_2012 7 Q1_2013 7 Q1_2014 7 Q1_2015 7 Q1_2016 7 Q1_2017 7 Q1_2018 7 Q1_2019 7 Q1_2020 7 Q1_2021 7 Q1_2022 7 Q1_2023 7 Q1_2024 7 Q1_2025 7 Q1_TRUNG BÌNH 7 Q1_TRUNG VỊ 7 Q2_2010 7 Q2_2011 7 Q2_2012 7 Q2_2013 7 Q2_2014 7 Q2_2015 7 Q2_2016 7 Q2_2017 7 Q2_2018 7 Q2_2019 7 Q2_2020 7 Q2_2021 7 Q2_2022 7 Q2_2023 7 Q2_2024 7 Q2_TRUNG BÌNH 7 Q2_TRUNG VỊ 7 Q3_2010 7 Q3_2011 7 Q3_2012 7 Q3_2013 7 Q3_2014 7 Q3_2015 7 Q3_2016 7 Q3_2017 7 Q3_2018 7 Q3_2019 7 Q3_2020 7 Q3_2021 7 Q3_2022 7 Q3_2023 7 Q3_2024 7 Q3_TRUNG BÌNH 7 Q3_TRUNG VỊ 7 Q4_2010 7 Q4_2011 7 Q4_2012 7 Q4_2013 7 Q4_2014 7 Q4_2015 7 Q4_2016 7 Q4_2017 7 Q4_2018 7 Q4_2019 7 Q4_2020 7 Q4_2021 7 Q4_2022 7 Q4_2023 7 Q4_2024 7 Q4_TRUNG BÌNH 7 Q4_TRUNG VỊ 7 W10_2010 7 W10_2011 7 W10_2012 7 W10_2013 7 W10_2014 7 W10_2015 7 W10_2016 7 W10_2017 7 W10_2018 7 W10_2019 7 W10_2020 7 W10_2021 7 W10_2022 7 W10_2023 7 W10_2024 7 W10_2025 7 W10_TRUNG BÌNH 7 W10_TRUNG VỊ 7 W11_2010 7 W11_2011 7 W11_2012 7 W11_2013 7 W11_2014 7 W11_2015 7 W11_2016 7 W11_2017 7 W11_2018 7 W11_2019 7 W11_2020 7 W11_2021 7 W11_2022 7 W11_2023 7 W11_2024 7 W11_2025 7 W11_TRUNG BÌNH 7 W11_TRUNG VỊ 7 W12_2010 7 W12_2011 7 W12_2012 7 W12_2013 7 W12_2014 7 W12_2015 7 W12_2016 7 W12_2017 7 W12_2018 7 W12_2019 7 W12_2020 7 W12_2021 7 W12_2022 7 W12_2023 7 W12_2024 7 W12_TRUNG BÌNH 7 W12_TRUNG VỊ 7 W13_2010 7 W13_2011 7 W13_2012 7 W13_2013 7 W13_2014 7 W13_2015 7 W13_2016 7 W13_2017 7 W13_2018 7 W13_2019 7 W13_2020 7 W13_2021 7 W13_2022 7 W13_2023 7 W13_2024 7 W13_TRUNG BÌNH 7 W13_TRUNG VỊ 7 W14_2010 7 W14_2011 7 W14_2012 7 W14_2013 7 W14_2014 7 W14_2015 7 W14_2016 7 W14_2017 7 W14_2018 7 W14_2019 7 W14_2020 7 W14_2021 7 W14_2022 7 W14_2023 7 W14_2024 7 W14_TRUNG BÌNH 7 W14_TRUNG VỊ 7 W15_2010 7 W15_2011 7 W15_2012 7 W15_2013 7 W15_2014 7 W15_2015 7 W15_2016 7 W15_2017 7 W15_2018 7 W15_2019 7 W15_2020 7 W15_2021 7 W15_2022 7 W15_2023 7 W15_2024 7 W15_TRUNG BÌNH 7 W15_TRUNG VỊ 7 W16_2010 7 W16_2011 7 W16_2012 7 W16_2013 7 W16_2014 7 W16_2015 7 W16_2016 7 W16_2017 7 W16_2018 7 W16_2019 7 W16_2020 7 W16_2021 7 W16_2022 7 W16_2023 7 W16_2024 7 W16_TRUNG BÌNH 7 W16_TRUNG VỊ 7 W17_2010 7 W17_2011 7 W17_2012 7 W17_2013 7 W17_2014 7 W17_2015 7 W17_2016 7 W17_2017 7 W17_2018 7 W17_2019 7 W17_2020 7 W17_2021 7 W17_2022 7 W17_2023 7 W17_2024 7 W17_TRUNG BÌNH 7 W17_TRUNG VỊ 7 W18_2010 7 W18_2011 7 W18_2012 7 W18_2013 7 W18_2014 7 W18_2015 7 W18_2016 7 W18_2017 7 W18_2018 7 W18_2019 7 W18_2020 7 W18_2021 7 W18_2022 7 W18_2023 7 W18_2024 7 W18_TRUNG BÌNH 7 W18_TRUNG VỊ 7 W19_2010 7 W19_2011 7 W19_2012 7 W19_2013 6 W19_2014 7 W19_2015 7 W19_2016 7 W19_2017 7 W19_2018 7 W19_2019 7 W19_2020 7 W19_2021 7 W19_2022 7 W19_2023 7 W19_2024 7 W19_TRUNG BÌNH 7 W19_TRUNG VỊ 7 W1_2012 7 W1_2013 7 W1_2014 7 W1_2017 7 W1_2018 7 W1_2019 7 W1_2020 7 W1_2023 7 W1_2024 7 W1_2025 7 W1_TRUNG BÌNH 7 W1_TRUNG VỊ 7 W20_2010 7 W20_2011 7 W20_2012 7 W20_2013 7 W20_2014 7 W20_2015 7 W20_2016 7 W20_2017 7 W20_2018 7 W20_2019 7 W20_2020 7 W20_2021 7 W20_2022 7 W20_2023 7 W20_2024 7 W20_TRUNG BÌNH 7 W20_TRUNG VỊ 7 W21_2010 7 W21_2011 7 W21_2012 7 W21_2013 7 W21_2014 7 W21_2015 7 W21_2016 7 W21_2017 7 W21_2018 7 W21_2019 7 W21_2020 7 W21_2021 7 W21_2022 7 W21_2023 7 W21_2024 7 W21_TRUNG BÌNH 7 W21_TRUNG VỊ 7 W22_2010 7 W22_2011 7 W22_2012 7 W22_2013 7 W22_2014 7 W22_2015 7 W22_2016 7 W22_2017 7 W22_2018 7 W22_2019 7 W22_2020 7 W22_2021 7 W22_2022 7 W22_2023 7 W22_2024 7 W22_TRUNG BÌNH 7 W22_TRUNG VỊ 7 W23_2010 7 W23_2011 7 W23_2012 7 W23_2013 7 W23_2014 7 W23_2015 7 W23_2016 7 W23_2017 7 W23_2018 7 W23_2019 7 W23_2020 7 W23_2021 7 W23_2022 7 W23_2023 7 W23_2024 7 W23_TRUNG BÌNH 7 W23_TRUNG VỊ 7 W24_2010 7 W24_2011 7 W24_2012 7 W24_2013 7 W24_2014 7 W24_2015 7 W24_2016 7 W24_2017 7 W24_2018 7 W24_2019 7 W24_2020 7 W24_2021 7 W24_2022 7 W24_2023 7 W24_2024 7 W24_TRUNG BÌNH 7 W24_TRUNG VỊ 7 W25_2010 7 W25_2011 7 W25_2012 7 W25_2013 7 W25_2014 7 W25_2015 7 W25_2016 7 W25_2017 7 W25_2018 7 W25_2019 7 W25_2020 7 W25_2021 7 W25_2022 7 W25_2023 7 W25_2024 7 W25_TRUNG BÌNH 7 W25_TRUNG VỊ 7 W26_2010 7 W26_2011 7 W26_2012 7 W26_2013 7 W26_2014 7 W26_2015 7 W26_2016 7 W26_2017 7 W26_2018 7 W26_2019 7 W26_2020 7 W26_2021 7 W26_2022 7 W26_2023 7 W26_2024 7 W26_TRUNG BÌNH 7 W26_TRUNG VỊ 7 W27_2010 7 W27_2011 7 W27_2012 7 W27_2013 7 W27_2014 7 W27_2015 7 W27_2016 7 W27_2017 7 W27_2018 7 W27_2019 7 W27_2020 7 W27_2021 7 W27_2022 7 W27_2023 7 W27_2024 7 W27_TRUNG BÌNH 7 W27_TRUNG VỊ 7 W28_2010 7 W28_2011 7 W28_2012 7 W28_2013 7 W28_2014 7 W28_2015 7 W28_2016 7 W28_2017 6 W28_2018 7 W28_2019 7 W28_2020 7 W28_2021 7 W28_2022 7 W28_2023 7 W28_2024 7 W28_TRUNG BÌNH 7 W28_TRUNG VỊ 7 W29_2010 7 W29_2011 7 W29_2012 7 W29_2013 7 W29_2014 7 W29_2015 7 W29_2016 7 W29_2017 7 W29_2018 7 W29_2019 7 W29_2020 7 W29_2021 7 W29_2022 7 W29_2023 7 W29_2024 7 W29_TRUNG BÌNH 7 W29_TRUNG VỊ 7 W2_2010 7 W2_2011 7 W2_2012 7 W2_2013 7 W2_2014 7 W2_2015 7 W2_2016 7 W2_2017 7 W2_2018 7 W2_2019 7 W2_2020 7 W2_2021 7 W2_2022 7 W2_2023 7 W2_2024 7 W2_2025 7 W2_TRUNG BÌNH 7 W2_TRUNG VỊ 7 W30_2010 7 W30_2011 7 W30_2012 7 W30_2013 7 W30_2014 7 W30_2015 7 W30_2016 7 W30_2017 7 W30_2018 7 W30_2019 7 W30_2020 7 W30_2021 7 W30_2022 7 W30_2023 7 W30_2024 7 W30_TRUNG BÌNH 7 W30_TRUNG VỊ 7 W31_2010 7 W31_2011 7 W31_2012 7 W31_2013 7 W31_2014 7 W31_2015 7 W31_2016 7 W31_2017 7 W31_2018 7 W31_2019 7 W31_2020 7 W31_2021 7 W31_2022 7 W31_2023 7 W31_2024 7 W31_TRUNG BÌNH 7 W31_TRUNG VỊ 7 W32_2010 7 W32_2011 7 W32_2012 7 W32_2013 6 W32_2014 7 W32_2015 7 W32_2016 7 W32_2017 7 W32_2018 7 W32_2019 7 W32_2020 7 W32_2021 7 W32_2022 7 W32_2023 7 W32_2024 7 W32_TRUNG BÌNH 7 W32_TRUNG VỊ 7 W33_2010 7 W33_2011 7 W33_2012 7 W33_2013 7 W33_2014 7 W33_2015 7 W33_2016 7 W33_2017 7 W33_2018 7 W33_2019 7 W33_2020 7 W33_2021 7 W33_2022 7 W33_2023 7 W33_2024 7 W33_TRUNG BÌNH 7 W33_TRUNG VỊ 7 W34_2010 7 W34_2011 7 W34_2012 7 W34_2013 7 W34_2014 7 W34_2015 7 W34_2016 7 W34_2017 7 W34_2018 7 W34_2019 7 W34_2020 7 W34_2021 7 W34_2022 7 W34_2023 7 W34_2024 7 W34_TRUNG BÌNH 7 W34_TRUNG VỊ 7 W35_2010 7 W35_2011 7 W35_2012 7 W35_2013 7 W35_2014 7 W35_2015 7 W35_2016 7 W35_2017 7 W35_2018 7 W35_2019 7 W35_2020 7 W35_2021 7 W35_2022 7 W35_2023 7 W35_2024 7 W35_TRUNG BÌNH 7 W35_TRUNG VỊ 7 W36_2010 7 W36_2011 7 W36_2012 7 W36_2013 7 W36_2014 7 W36_2015 7 W36_2016 7 W36_2017 7 W36_2018 7 W36_2019 7 W36_2020 7 W36_2021 7 W36_2022 7 W36_2023 7 W36_2024 7 W36_TRUNG BÌNH 7 W36_TRUNG VỊ 7 W37_2010 7 W37_2011 7 W37_2012 7 W37_2013 7 W37_2014 7 W37_2015 7 W37_2016 7 W37_2017 7 W37_2018 7 W37_2019 7 W37_2020 7 W37_2021 7 W37_2022 7 W37_2023 7 W37_2024 7 W37_TRUNG BÌNH 7 W37_TRUNG VỊ 7 W38_2010 7 W38_2011 7 W38_2012 7 W38_2013 7 W38_2014 7 W38_2015 7 W38_2016 7 W38_2017 7 W38_2018 7 W38_2019 7 W38_2020 7 W38_2021 7 W38_2022 7 W38_2023 7 W38_2024 7 W38_TRUNG BÌNH 7 W38_TRUNG VỊ 7 W39_2010 7 W39_2011 7 W39_2012 7 W39_2013 7 W39_2014 7 W39_2015 7 W39_2016 7 W39_2017 7 W39_2018 7 W39_2019 7 W39_2020 7 W39_2021 7 W39_2022 7 W39_2023 7 W39_2024 7 W39_TRUNG BÌNH 7 W39_TRUNG VỊ 7 W3_2010 7 W3_2011 7 W3_2012 7 W3_2013 7 W3_2014 7 W3_2015 7 W3_2016 7 W3_2017 7 W3_2018 7 W3_2019 7 W3_2020 7 W3_2021 7 W3_2022 7 W3_2023 7 W3_2024 7 W3_2025 7 W3_TRUNG BÌNH 7 W3_TRUNG VỊ 7 W40_2010 7 W40_2011 7 W40_2012 7 W40_2013 7 W40_2014 7 W40_2015 7 W40_2016 7 W40_2017 7 W40_2018 7 W40_2019 7 W40_2020 7 W40_2021 7 W40_2022 7 W40_2023 7 W40_2024 7 W40_TRUNG BÌNH 7 W40_TRUNG VỊ 7 W41_2010 7 W41_2011 7 W41_2012 7 W41_2013 7 W41_2014 7 W41_2015 7 W41_2016 7 W41_2017 7 W41_2018 7 W41_2019 7 W41_2020 7 W41_2021 7 W41_2022 7 W41_2023 7 W41_2024 7 W41_TRUNG BÌNH 7 W41_TRUNG VỊ 7 W42_2010 7 W42_2011 7 W42_2012 6 W42_2013 7 W42_2014 7 W42_2015 7 W42_2016 7 W42_2017 7 W42_2018 7 W42_2019 7 W42_2020 7 W42_2021 7 W42_2022 7 W42_2023 7 W42_2024 7 W42_TRUNG BÌNH 7 W42_TRUNG VỊ 7 W43_2010 7 W43_2011 7 W43_2012 7 W43_2013 7 W43_2014 7 W43_2015 7 W43_2016 7 W43_2017 7 W43_2018 7 W43_2019 7 W43_2020 7 W43_2021 7 W43_2022 7 W43_2023 7 W43_2024 7 W43_TRUNG BÌNH 7 W43_TRUNG VỊ 7 W44_2010 7 W44_2011 7 W44_2012 7 W44_2013 7 W44_2014 7 W44_2015 7 W44_2016 7 W44_2017 7 W44_2018 7 W44_2019 7 W44_2020 7 W44_2021 7 W44_2022 7 W44_2023 7 W44_2024 7 W44_TRUNG BÌNH 7 W44_TRUNG VỊ 7 W45_2010 7 W45_2011 7 W45_2012 7 W45_2013 7 W45_2014 7 W45_2015 7 W45_2016 7 W45_2017 7 W45_2018 7 W45_2019 7 W45_2020 7 W45_2021 7 W45_2022 7 W45_2023 7 W45_2024 7 W45_TRUNG BÌNH 7 W45_TRUNG VỊ 7 W46_2010 7 W46_2011 7 W46_2012 7 W46_2013 7 W46_2014 7 W46_2015 7 W46_2016 7 W46_2017 7 W46_2018 7 W46_2019 7 W46_2020 7 W46_2021 7 W46_2022 7 W46_2023 7 W46_2024 7 W46_TRUNG BÌNH 7 W46_TRUNG VỊ 7 W47_2010 7 W47_2011 7 W47_2012 7 W47_2013 7 W47_2014 7 W47_2015 7 W47_2016 7 W47_2017 7 W47_2018 7 W47_2019 7 W47_2020 7 W47_2021 7 W47_2022 7 W47_2023 7 W47_2024 7 W47_TRUNG BÌNH 7 W47_TRUNG VỊ 7 W48_2010 7 W48_2011 7 W48_2012 7 W48_2013 7 W48_2014 7 W48_2015 7 W48_2016 7 W48_2017 7 W48_2018 7 W48_2019 7 W48_2020 7 W48_2021 7 W48_2022 7 W48_2023 7 W48_2024 7 W48_TRUNG BÌNH 7 W48_TRUNG VỊ 7 W49_2010 7 W49_2011 7 W49_2012 7 W49_2013 7 W49_2014 7 W49_2015 7 W49_2016 7 W49_2017 7 W49_2018 7 W49_2019 7 W49_2020 7 W49_2021 7 W49_2022 7 W49_2023 7 W49_2024 7 W49_TRUNG BÌNH 7 W49_TRUNG VỊ 7 W4_2010 7 W4_2011 7 W4_2013 7 W4_2014 7 W4_2015 7 W4_2016 7 W4_2017 7 W4_2018 7 W4_2019 7 W4_2020 7 W4_2021 7 W4_2022 7 W4_2023 7 W4_2024 7 W4_2025 7 W4_TRUNG BÌNH 7 W4_TRUNG VỊ 7 W50_2010 7 W50_2011 7 W50_2012 7 W50_2013 7 W50_2014 7 W50_2015 7 W50_2016 7 W50_2017 7 W50_2018 7 W50_2019 7 W50_2020 7 W50_2021 7 W50_2022 7 W50_2023 7 W50_2024 7 W50_TRUNG BÌNH 7 W50_TRUNG VỊ 7 W51_2010 7 W51_2011 7 W51_2012 7 W51_2013 7 W51_2014 7 W51_2015 7 W51_2016 7 W51_2017 7 W51_2018 7 W51_2019 7 W51_2020 7 W51_2021 7 W51_2022 7 W51_2023 7 W51_2024 7 W51_TRUNG BÌNH 7 W51_TRUNG VỊ 7 W52_2010 7 W52_2011 7 W52_2012 7 W52_2013 7 W52_2014 7 W52_2015 7 W52_2016 7 W52_2017 7 W52_2018 7 W52_2019 7 W52_2020 7 W52_2021 7 W52_2022 7 W52_2023 7 W52_2024 7 W52_TRUNG BÌNH 7 W52_TRUNG VỊ 7 W53_2010 7 W53_2011 7 W53_2013 7 W53_2014 7 W53_2015 7 W53_2016 7 W53_2019 7 W53_2020 7 W53_2021 7 W53_2022 7 W53_2024 7 W53_TRUNG BÌNH 7 W53_TRUNG VỊ 7 W5_2010 7 W5_2011 7 W5_2012 7 W5_2013 7 W5_2014 7 W5_2015 7 W5_2016 7 W5_2017 7 W5_2018 7 W5_2019 7 W5_2020 7 W5_2021 7 W5_2022 7 W5_2023 7 W5_2024 7 W5_TRUNG BÌNH 7 W5_TRUNG VỊ 7 W6_2010 7 W6_2012 7 W6_2013 7 W6_2014 7 W6_2015 7 W6_2016 7 W6_2017 7 W6_2018 7 W6_2020 7 W6_2021 7 W6_2023 7 W6_2024 7 W6_2025 7 W6_TRUNG BÌNH 7 W6_TRUNG VỊ 7 W7_2010 7 W7_2011 7 W7_2012 7 W7_2014 7 W7_2015 7 W7_2017 7 W7_2018 7 W7_2019 7 W7_2020 7 W7_2021 7 W7_2022 7 W7_2023 7 W7_2024 7 W7_2025 7 W7_TRUNG BÌNH 7 W7_TRUNG VỊ 7 W8_2011 7 W8_2012 7 W8_2013 7 W8_2014 7 W8_2016 7 W8_2017 7 W8_2018 7 W8_2019 7 W8_2020 7 W8_2021 7 W8_2022 7 W8_2023 7 W8_2024 7 W8_2025 7 W8_TRUNG BÌNH 7 W8_TRUNG VỊ 7 W9_2010 7 W9_2011 7 W9_2012 7 W9_2013 7 W9_2014 7 W9_2015 7 W9_2016 7 W9_2017 7 W9_2018 7 W9_2019 7 W9_2020 7 W9_2021 7 W9_2022 7 W9_2023 7 W9_2024 7 W9_2025 7 W9_TRUNG BÌNH 7 W9_TRUNG VỊ 7 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Industry: ['Chăm sóc sức khỏe', 'Công nghiệp', 'Nguyên vật liệu', 'Năng lượng', 'Tiêu dùng không thiết yếu', 'Tiêu dùng thiết yếu', 'Tài chính']..., số giá trị độc nhất: 7 Type of Value: ['Dòng tiền ngành']..., số giá trị độc nhất: 1 M10_2010: ['0.76%', '25.57%', '14.68%', '2.33%', '8.71%', '10.22%', '17.36%']..., số giá trị độc nhất: 7 M10_2011: ['0.61%', '16.98%', '10.21%', '1.51%', '8.17%', '8.71%', '29.25%']..., số giá trị độc nhất: 7 M10_2012: ['0.48%', '10.28%', '15.93%', '2.53%', '8.47%', '10.86%', '29.37%']..., số giá trị độc nhất: 7 M10_2013: ['2.00%', '13.74%', '11.51%', '2.85%', '12.27%', '9.16%', '15.01%']..., số giá trị độc nhất: 7 M10_2014: ['2.88%', '12.97%', '10.36%', '7.24%', '10.75%', '11.60%', '16.07%']..., số giá trị độc nhất: 7 M10_2015: ['1.23%', '13.62%', '12.32%', '4.41%', '12.99%', '14.58%', '16.29%']..., số giá trị độc nhất: 7 M10_2016: ['1.41%', '16.16%', '21.15%', '3.33%', '12.47%', '15.33%', '8.76%']..., số giá trị độc nhất: 7 M10_2017: ['2.65%', '18.64%', '13.80%', '1.84%', '11.09%', '9.45%', '18.23%']..., số giá trị độc nhất: 7 M10_2018: ['0.73%', '10.99%', '12.80%', '5.95%', '9.64%', '11.67%', '28.23%']..., số giá trị độc nhất: 7 M10_2019: ['0.48%', '24.41%', '8.75%', '2.29%', '8.50%', '9.53%', '20.76%']..., số giá trị độc nhất: 7 M10_2020: ['0.35%', '6.74%', '15.28%', '2.09%', '7.40%', '12.36%', '32.23%']..., số giá trị độc nhất: 7 M10_2021: ['0.93%', '10.31%', '18.89%', '3.85%', '7.79%', '5.98%', '24.73%']..., số giá trị độc nhất: 7 M10_2022: ['0.25%', '7.82%', '16.05%', '5.02%', '8.80%', '8.89%', '29.29%']..., số giá trị độc nhất: 7 M10_2023: ['0.32%', '11.58%', '12.17%', '4.60%', '7.91%', '6.38%', '33.02%']..., số giá trị độc nhất: 7 M10_2024: ['0.38%', '6.81%', '10.54%', '2.24%', '7.94%', '8.25%', '41.25%']..., số giá trị độc nhất: 7 M10_TRUNG BÌNH: ['+1.03%', '+13.77%', '+13.63%', '+3.47%', '+9.53%', '+10.20%', '+23.99%']..., số giá trị độc nhất: 7 M10_TRUNG VỊ: ['+0.73%', '+12.97%', '+12.80%', '+2.85%', '+8.71%', '+9.53%', '+24.73%']..., số giá trị độc nhất: 7 M11_2010: ['0.55%', '23.79%', '13.56%', '3.78%', '10.06%', '8.05%', '19.27%']..., số giá trị độc nhất: 7 M11_2011: ['0.93%', '14.40%', '9.63%', '1.65%', '6.99%', '9.50%', '34.82%']..., số giá trị độc nhất: 7 M11_2012: ['0.23%', '11.89%', '14.59%', '2.47%', '7.06%', '11.48%', '33.64%']..., số giá trị độc nhất: 7 M11_2013: ['1.56%', '17.43%', '10.75%', '2.52%', '11.31%', '8.80%', '14.14%']..., số giá trị độc nhất: 7 M11_2014: ['3.40%', '11.54%', '10.04%', '5.98%', '16.93%', '11.84%', '11.75%']..., số giá trị độc nhất: 7 M11_2015: ['2.40%', '12.64%', '13.17%', '2.10%', '14.86%', '18.07%', '10.69%']..., số giá trị độc nhất: 7 M11_2016: ['1.38%', '22.70%', '18.64%', '2.17%', '9.61%', '19.37%', '6.48%']..., số giá trị độc nhất: 7 M11_2017: ['1.67%', '16.56%', '12.09%', '3.49%', '8.36%', '11.86%', '18.18%']..., số giá trị độc nhất: 7 M11_2018: ['0.72%', '13.59%', '11.64%', '4.74%', '9.37%', '15.46%', '24.45%']..., số giá trị độc nhất: 7 M11_2019: ['0.75%', '24.81%', '8.65%', '2.03%', '7.98%', '8.63%', '17.96%']..., số giá trị độc nhất: 7 M11_2020: ['0.32%', '7.53%', '20.37%', '2.64%', '8.44%', '9.21%', '27.54%']..., số giá trị độc nhất: 7 M11_2021: ['0.89%', '10.37%', '14.59%', '2.55%', '8.90%', '6.94%', '29.99%']..., số giá trị độc nhất: 7 M11_2022: ['0.26%', '5.93%', '14.96%', '3.55%', '7.47%', '7.50%', '34.17%']..., số giá trị độc nhất: 7 M11_2023: ['0.22%', '10.02%', '11.73%', '3.04%', '7.48%', '6.22%', '33.10%']..., số giá trị độc nhất: 7 M11_2024: ['0.42%', '9.00%', '11.59%', '1.64%', '8.64%', '7.93%', '30.23%']..., số giá trị độc nhất: 7 M11_TRUNG BÌNH: ['+1.05%', '+14.15%', '+13.07%', '+2.96%', '+9.56%', '+10.73%', '+23.09%']..., số giá trị độc nhất: 7 M11_TRUNG VỊ: ['+0.75%', '+12.64%', '+12.09%', '+2.55%', '+8.64%', '+9.21%', '+24.45%']..., số giá trị độc nhất: 7 M12_2010: ['0.53%', '21.11%', '10.47%', '2.22%', '8.79%', '5.65%', '27.08%']..., số giá trị độc nhất: 7 M12_2011: ['0.49%', '13.55%', '9.02%', '1.83%', '8.14%', '9.53%', '35.22%']..., số giá trị độc nhất: 7 M12_2012: ['0.27%', '13.46%', '12.87%', '2.76%', '6.89%', '8.51%', '33.69%']..., số giá trị độc nhất: 7 M12_2013: ['1.79%', '16.82%', '9.67%', '3.77%', '10.96%', '9.10%', '13.15%']..., số giá trị độc nhất: 7 M12_2014: ['2.05%', '11.82%', '10.99%', '8.69%', '14.09%', '10.72%', '15.60%']..., số giá trị độc nhất: 7 M12_2015: ['0.84%', '10.04%', '11.79%', '2.58%', '20.05%', '18.62%', '13.91%']..., số giá trị độc nhất: 7 M12_2016: ['1.05%', '21.13%', '17.08%', '2.26%', '10.61%', '19.76%', '7.53%']..., số giá trị độc nhất: 7 M12_2017: ['1.90%', '17.50%', '12.48%', '4.68%', '9.46%', '11.29%', '19.51%']..., số giá trị độc nhất: 7 M12_2018: ['0.68%', '15.94%', '11.09%', '4.34%', '9.00%', '10.97%', '28.15%']..., số giá trị độc nhất: 7 M12_2019: ['1.43%', '27.28%', '9.71%', '1.79%', '9.48%', '9.77%', '13.89%']..., số giá trị độc nhất: 7 M12_2020: ['0.89%', '9.08%', '14.65%', '2.84%', '7.36%', '9.34%', '29.69%']..., số giá trị độc nhất: 7 M12_2021: ['0.98%', '13.42%', '11.82%', '1.78%', '8.31%', '8.13%', '24.54%']..., số giá trị độc nhất: 7 M12_2022: ['0.20%', '7.04%', '12.81%', '3.03%', '6.40%', '7.44%', '35.87%']..., số giá trị độc nhất: 7 M12_2023: ['0.25%', '9.70%', '11.98%', '2.43%', '8.03%', '8.83%', '32.63%']..., số giá trị độc nhất: 7 M12_2024: ['0.75%', '9.52%', '13.05%', '1.95%', '8.28%', '7.54%', '31.78%']..., số giá trị độc nhất: 7 M12_TRUNG BÌNH: ['+0.94%', '+14.49%', '+11.97%', '+3.13%', '+9.72%', '+10.35%', '+24.15%']..., số giá trị độc nhất: 7 M12_TRUNG VỊ: ['+0.84%', '+13.46%', '+11.82%', '+2.58%', '+8.79%', '+9.34%', '+27.08%']..., số giá trị độc nhất: 7 M1_2010: ['0.90%', '24.45%', '11.93%', '1.28%', '8.33%', '10.02%', '21.63%']..., số giá trị độc nhất: 7 M1_2011: ['0.55%', '18.66%', '12.93%', '2.65%', '10.25%', '8.44%', '24.79%']..., số giá trị độc nhất: 7 M1_2012: ['0.65%', '11.63%', '9.39%', '2.13%', '9.33%', '10.93%', '38.10%']..., số giá trị độc nhất: 7 M1_2013: ['0.19%', '13.33%', '12.37%', '2.52%', '8.39%', '7.48%', '31.29%']..., số giá trị độc nhất: 7 M1_2014: ['1.65%', '12.45%', '10.09%', '5.43%', '11.71%', '7.38%', '20.78%']..., số giá trị độc nhất: 7 M1_2015: ['1.53%', '11.97%', '10.98%', '5.52%', '14.23%', '11.06%', '21.12%']..., số giá trị độc nhất: 7 M1_2016: ['1.35%', '11.87%', '11.94%', '3.51%', '15.35%', '15.43%', '13.66%']..., số giá trị độc nhất: 7 M1_2017: ['1.08%', '22.16%', '16.87%', '1.92%', '7.69%', '16.61%', '13.87%']..., số giá trị độc nhất: 7 M1_2018: ['1.26%', '13.64%', '10.79%', '4.64%', '8.08%', '9.14%', '30.82%']..., số giá trị độc nhất: 7 M1_2019: ['0.63%', '17.24%', '11.41%', '3.71%', '9.49%', '10.87%', '25.16%']..., số giá trị độc nhất: 7 M1_2020: ['1.10%', '11.19%', '11.56%', '3.91%', '10.86%', '7.39%', '29.72%']..., số giá trị độc nhất: 7 M1_2021: ['1.10%', '8.82%', '12.39%', '3.28%', '6.67%', '9.52%', '32.06%']..., số giá trị độc nhất: 7 M1_2022: ['0.72%', '12.47%', '10.10%', '2.95%', '9.43%', '6.62%', '27.28%']..., số giá trị độc nhất: 7 M1_2023: ['0.22%', '9.50%', '14.26%', '4.00%', '6.69%', '8.13%', '36.34%']..., số giá trị độc nhất: 7 M1_2024: ['0.22%', '10.00%', '11.68%', '2.15%', '7.75%', '6.98%', '39.96%']..., số giá trị độc nhất: 7 M1_2025: ['0.65%', '11.11%', '10.93%', '1.94%', '7.53%', '7.95%', '34.97%']..., số giá trị độc nhất: 7 M1_TRUNG BÌNH: ['+0.86%', '+13.78%', '+11.85%', '+3.22%', '+9.48%', '+9.62%', '+27.60%']..., số giá trị độc nhất: 7 M1_TRUNG VỊ: ['+0.81%', '+12.21%', '+11.62%', '+3.12%', '+8.86%', '+8.79%', '+28.50%']..., số giá trị độc nhất: 7 M2_2010: ['1.02%', '19.57%', '14.17%', '1.95%', '7.05%', '12.72%', '22.00%']..., số giá trị độc nhất: 7 M2_2011: ['0.51%', '17.72%', '11.00%', '4.28%', '9.00%', '6.51%', '25.92%']..., số giá trị độc nhất: 7 M2_2012: ['0.36%', '13.65%', '10.07%', '3.27%', '6.92%', '8.45%', '40.55%']..., số giá trị độc nhất: 7 M2_2013: ['0.14%', '15.18%', '12.98%', '2.17%', '8.81%', '6.52%', '27.55%']..., số giá trị độc nhất: 7 M2_2014: ['0.96%', '15.43%', '9.58%', '3.62%', '10.75%', '10.43%', '20.97%']..., số giá trị độc nhất: 7 M2_2015: ['3.49%', '11.41%', '9.51%', '4.44%', '15.80%', '9.26%', '22.64%']..., số giá trị độc nhất: 7 M2_2016: ['1.39%', '10.05%', '10.91%', '3.76%', '16.54%', '19.14%', '15.44%']..., số giá trị độc nhất: 7 M2_2017: ['1.37%', '24.49%', '18.67%', '2.63%', '8.04%', '12.95%', '10.46%']..., số giá trị độc nhất: 7 M2_2018: ['0.86%', '12.42%', '11.62%', '3.93%', '6.51%', '8.18%', '34.04%']..., số giá trị độc nhất: 7 M2_2019: ['1.47%', '13.71%', '11.79%', '3.67%', '10.63%', '11.04%', '24.23%']..., số giá trị độc nhất: 7 M2_2020: ['1.30%', '7.97%', '10.46%', '2.48%', '9.47%', '8.96%', '36.51%']..., số giá trị độc nhất: 7 M2_2021: ['0.56%', '8.21%', '14.22%', '4.58%', '6.33%', '7.40%', '32.36%']..., số giá trị độc nhất: 7 M2_2022: ['0.52%', '11.24%', '12.96%', '4.31%', '9.45%', '5.62%', '28.72%']..., số giá trị độc nhất: 7 M2_2023: ['0.38%', '9.56%', '15.75%', '4.78%', '7.29%', '7.34%', '31.88%']..., số giá trị độc nhất: 7 M2_2024: ['0.24%', '9.47%', '12.05%', '2.69%', '7.02%', '7.97%', '37.67%']..., số giá trị độc nhất: 7 M2_2025: ['0.55%', '11.39%', '13.52%', '1.84%', '7.96%', '7.29%', '35.93%']..., số giá trị độc nhất: 7 M2_TRUNG BÌNH: ['+0.94%', '+13.22%', '+12.45%', '+3.40%', '+9.22%', '+9.36%', '+27.93%']..., số giá trị độc nhất: 7 M2_TRUNG VỊ: ['+0.71%', '+11.91%', '+11.92%', '+3.64%', '+8.43%', '+8.32%', '+28.13%']..., số giá trị độc nhất: 7 M3_2010: ['0.71%', '23.09%', '13.24%', '1.25%', '10.54%', '10.25%', '19.28%']..., số giá trị độc nhất: 7 M3_2011: ['0.69%', '20.81%', '10.88%', '2.39%', '8.84%', '7.89%', '28.28%']..., số giá trị độc nhất: 7 M3_2012: ['0.31%', '14.65%', '10.17%', '2.99%', '6.03%', '6.19%', '43.18%']..., số giá trị độc nhất: 7 M3_2013: ['0.54%', '14.84%', '14.31%', '3.53%', '9.17%', '7.73%', '26.08%']..., số giá trị độc nhất: 7 M3_2014: ['1.19%', '14.72%', '10.04%', '4.83%', '8.86%', '9.95%', '22.89%']..., số giá trị độc nhất: 7 M3_2015: ['2.38%', '14.49%', '8.45%', '10.06%', '16.60%', '8.30%', '14.63%']..., số giá trị độc nhất: 7 M3_2016: ['1.32%', '11.31%', '16.59%', '3.45%', '15.96%', '17.70%', '11.61%']..., số giá trị độc nhất: 7 M3_2017: ['1.58%', '30.10%', '12.67%', '1.49%', '7.40%', '12.49%', '11.49%']..., số giá trị độc nhất: 7 M3_2018: ['1.04%', '11.48%', '9.52%', '4.06%', '6.17%', '9.69%', '33.57%']..., số giá trị độc nhất: 7 M3_2019: ['1.02%', '16.37%', '11.81%', '3.68%', '11.33%', '9.30%', '20.89%']..., số giá trị độc nhất: 7 M3_2020: ['0.94%', '7.73%', '10.35%', '2.92%', '9.71%', '11.08%', '33.66%']..., số giá trị độc nhất: 7 M3_2021: ['0.47%', '8.96%', '12.49%', '4.67%', '7.35%', '7.47%', '34.01%']..., số giá trị độc nhất: 7 M3_2022: ['0.58%', '13.10%', '18.96%', '4.11%', '10.28%', '7.17%', '19.58%']..., số giá trị độc nhất: 7 M3_2023: ['0.36%', '8.91%', '14.99%', '3.75%', '5.96%', '7.07%', '38.05%']..., số giá trị độc nhất: 7 M3_2024: ['0.21%', '9.09%', '11.37%', '2.56%', '8.55%', '7.88%', '35.02%']..., số giá trị độc nhất: 7 M3_2025: ['0.34%', '8.94%', '11.63%', '1.39%', '7.30%', '6.71%', '42.02%']..., số giá trị độc nhất: 7 M3_TRUNG BÌNH: ['+0.89%', '+14.64%', '+12.39%', '+3.72%', '+9.52%', '+9.34%', '+26.15%']..., số giá trị độc nhất: 7 M3_TRUNG VỊ: ['+0.71%', '+14.49%', '+11.81%', '+3.53%', '+8.86%', '+8.30%', '+26.08%']..., số giá trị độc nhất: 7 M4_2010: ['0.75%', '29.33%', '13.94%', '2.15%', '12.45%', '8.37%', '10.88%']..., số giá trị độc nhất: 7 M4_2011: ['0.62%', '19.55%', '10.18%', '2.58%', '8.50%', '11.60%', '26.26%']..., số giá trị độc nhất: 7 M4_2012: ['0.22%', '15.46%', '11.45%', '3.02%', '7.52%', '7.77%', '32.84%']..., số giá trị độc nhất: 7 M4_2013: ['0.33%', '11.21%', '14.99%', '2.95%', '11.62%', '9.23%', '23.58%']..., số giá trị độc nhất: 7 M4_2014: ['1.17%', '13.89%', '10.82%', '6.60%', '7.63%', '8.10%', '24.36%']..., số giá trị độc nhất: 7 M4_2015: ['3.78%', '14.48%', '11.05%', '7.87%', '17.57%', '8.18%', '14.32%']..., số giá trị độc nhất: 7 M4_2016: ['1.46%', '12.18%', '19.26%', '2.54%', '15.04%', '17.23%', '11.69%']..., số giá trị độc nhất: 7 M4_2017: ['0.91%', '32.71%', '12.85%', '1.54%', '8.08%', '9.30%', '13.56%']..., số giá trị độc nhất: 7 M4_2018: ['0.74%', '10.96%', '7.91%', '2.12%', '6.06%', '10.68%', '35.04%']..., số giá trị độc nhất: 7 M4_2019: ['0.51%', '20.47%', '11.67%', '6.17%', '9.96%', '9.53%', '16.26%']..., số giá trị độc nhất: 7 M4_2020: ['1.04%', '9.90%', '11.96%', '3.90%', '11.54%', '12.30%', '24.76%']..., số giá trị độc nhất: 7 M4_2021: ['0.48%', '7.58%', '12.85%', '2.84%', '6.92%', '7.19%', '36.68%']..., số giá trị độc nhất: 7 M4_2022: ['0.62%', '11.36%', '15.41%', '2.70%', '11.84%', '7.68%', '23.81%']..., số giá trị độc nhất: 7 M4_2023: ['0.40%', '9.43%', '11.16%', '3.03%', '6.82%', '7.50%', '34.09%']..., số giá trị độc nhất: 7 M4_2024: ['0.21%', '8.24%', '9.82%', '3.94%', '8.21%', '7.21%', '35.50%']..., số giá trị độc nhất: 7 M4_TRUNG BÌNH: ['+0.88%', '+15.12%', '+12.35%', '+3.60%', '+9.98%', '+9.46%', '+24.24%']..., số giá trị độc nhất: 7 M4_TRUNG VỊ: ['+0.62%', '+12.18%', '+11.67%', '+2.95%', '+8.50%', '+8.37%', '+24.36%']..., số giá trị độc nhất: 7 M5_2010: ['0.63%', '29.52%', '12.53%', '2.38%', '10.61%', '8.32%', '15.50%']..., số giá trị độc nhất: 7 M5_2011: ['0.66%', '15.32%', '9.27%', '2.99%', '8.03%', '13.49%', '28.44%']..., số giá trị độc nhất: 7 M5_2012: ['0.16%', '14.56%', '14.32%', '3.40%', '8.43%', '10.15%', '26.47%']..., số giá trị độc nhất: 7 M5_2013: ['0.29%', '11.98%', '12.34%', '4.35%', '10.34%', '8.47%', '20.15%']..., số giá trị độc nhất: 7 M5_2014: ['1.52%', '12.03%', '10.36%', '4.41%', '7.91%', '9.37%', '24.29%']..., số giá trị độc nhất: 7 M5_2015: ['3.27%', '15.31%', '9.78%', '5.38%', '17.49%', '9.37%', '14.81%']..., số giá trị độc nhất: 7 M5_2016: ['0.91%', '9.36%', '19.03%', '4.62%', '16.83%', '15.87%', '13.51%']..., số giá trị độc nhất: 7 M5_2017: ['1.34%', '30.28%', '12.37%', '1.26%', '8.54%', '10.50%', '13.83%']..., số giá trị độc nhất: 7 M5_2018: ['0.57%', '8.54%', '10.76%', '2.79%', '7.12%', '11.68%', '30.64%']..., số giá trị độc nhất: 7 M5_2019: ['0.36%', '18.76%', '10.66%', '7.08%', '10.63%', '9.01%', '17.93%']..., số giá trị độc nhất: 7 M5_2020: ['0.63%', '7.99%', '15.14%', '3.30%', '10.17%', '11.71%', '25.32%']..., số giá trị độc nhất: 7 M5_2021: ['0.51%', '5.70%', '14.55%', '2.34%', '5.43%', '5.18%', '47.85%']..., số giá trị độc nhất: 7 M5_2022: ['0.40%', '10.59%', '16.37%', '4.57%', '9.05%', '7.68%', '25.45%']..., số giá trị độc nhất: 7 M5_2023: ['0.66%', '11.38%', '11.72%', '4.18%', '6.78%', '6.81%', '31.50%']..., số giá trị độc nhất: 7 M5_2024: ['0.31%', '10.39%', '12.45%', '3.52%', '9.94%', '9.29%', '29.91%']..., số giá trị độc nhất: 7 M5_TRUNG BÌNH: ['+0.81%', '+14.11%', '+12.78%', '+3.77%', '+9.82%', '+9.79%', '+24.37%']..., số giá trị độc nhất: 7 M5_TRUNG VỊ: ['+0.63%', '+11.98%', '+12.37%', '+3.52%', '+9.05%', '+9.37%', '+25.32%']..., số giá trị độc nhất: 7 M6_2010: ['1.05%', '29.96%', '13.80%', '1.74%', '10.84%', '7.50%', '14.97%']..., số giá trị độc nhất: 7 M6_2011: ['0.57%', '18.86%', '8.39%', '2.47%', '9.25%', '10.24%', '28.37%']..., số giá trị độc nhất: 7 M6_2012: ['0.12%', '15.34%', '11.73%', '2.03%', '8.73%', '7.77%', '32.15%']..., số giá trị độc nhất: 7 M6_2013: ['0.39%', '11.18%', '11.65%', '6.19%', '10.94%', '9.09%', '20.05%']..., số giá trị độc nhất: 7 M6_2014: ['2.45%', '11.35%', '11.31%', '5.04%', '10.91%', '8.25%', '23.32%']..., số giá trị độc nhất: 7 M6_2015: ['3.03%', '15.63%', '8.85%', '5.70%', '14.59%', '7.90%', '20.66%']..., số giá trị độc nhất: 7 M6_2016: ['1.47%', '11.76%', '20.64%', '4.60%', '18.88%', '14.71%', '9.16%']..., số giá trị độc nhất: 7 M6_2017: ['2.13%', '19.59%', '14.77%', '1.37%', '12.23%', '12.05%', '17.37%']..., số giá trị độc nhất: 7 M6_2018: ['0.69%', '8.70%', '13.02%', '2.21%', '7.74%', '10.07%', '32.21%']..., số giá trị độc nhất: 7 M6_2019: ['0.34%', '21.04%', '11.51%', '4.57%', '9.80%', '9.37%', '16.87%']..., số giá trị độc nhất: 7 M6_2020: ['0.81%', '10.71%', '15.24%', '3.02%', '9.93%', '11.55%', '22.72%']..., số giá trị độc nhất: 7 M6_2021: ['0.85%', '5.48%', '12.55%', '4.57%', '5.24%', '5.31%', '45.36%']..., số giá trị độc nhất: 7 M6_2022: ['0.30%', '10.51%', '15.41%', '7.71%', '9.88%', '8.92%', '21.58%']..., số giá trị độc nhất: 7 M6_2023: ['0.58%', '10.84%', '13.33%', '3.40%', '7.93%', '7.88%', '31.55%']..., số giá trị độc nhất: 7 M6_2024: ['0.40%', '11.79%', '13.78%', '2.87%', '8.84%', '8.31%', '29.41%']..., số giá trị độc nhất: 7 M6_TRUNG BÌNH: ['+1.01%', '+14.18%', '+13.07%', '+3.83%', '+10.38%', '+9.26%', '+24.38%']..., số giá trị độc nhất: 7 M6_TRUNG VỊ: ['+0.69%', '+11.76%', '+13.02%', '+3.40%', '+9.88%', '+8.92%', '+22.72%']..., số giá trị độc nhất: 7 M7_2010: ['1.41%', '29.78%', '12.82%', '1.49%', '11.92%', '8.01%', '15.51%']..., số giá trị độc nhất: 7 M7_2011: ['0.74%', '15.34%', '10.11%', '2.46%', '7.71%', '9.75%', '31.65%']..., số giá trị độc nhất: 7 M7_2012: ['0.21%', '14.88%', '12.79%', '2.02%', '9.83%', '6.56%', '33.30%']..., số giá trị độc nhất: 7 M7_2013: ['1.01%', '7.62%', '11.40%', '3.02%', '10.45%', '12.59%', '12.69%']..., số giá trị độc nhất: 7 M7_2014: ['1.66%', '11.34%', '12.16%', '7.00%', '11.04%', '8.37%', '15.40%']..., số giá trị độc nhất: 7 M7_2015: ['1.93%', '12.50%', '10.44%', '4.27%', '13.24%', '11.47%', '26.55%']..., số giá trị độc nhất: 7 M7_2016: ['2.30%', '12.80%', '24.18%', '2.42%', '15.52%', '13.69%', '10.59%']..., số giá trị độc nhất: 7 M7_2017: ['2.15%', '16.89%', '16.43%', '1.39%', '11.49%', '11.41%', '16.78%']..., số giá trị độc nhất: 7 M7_2018: ['0.89%', '8.07%', '11.64%', '2.66%', '7.98%', '13.34%', '32.58%']..., số giá trị độc nhất: 7 M7_2019: ['0.33%', '18.33%', '12.55%', '3.89%', '12.31%', '8.72%', '18.35%']..., số giá trị độc nhất: 7 M7_2020: ['0.76%', '8.77%', '18.27%', '1.89%', '9.51%', '14.05%', '21.09%']..., số giá trị độc nhất: 7 M7_2021: ['0.71%', '5.18%', '14.34%', '3.09%', '5.85%', '5.26%', '44.66%']..., số giá trị độc nhất: 7 M7_2022: ['0.39%', '9.80%', '13.46%', '4.47%', '8.16%', '9.94%', '29.44%']..., số giá trị độc nhất: 7 M7_2023: ['0.54%', '11.23%', '12.48%', '2.85%', '8.25%', '8.59%', '30.24%']..., số giá trị độc nhất: 7 M7_2024: ['0.64%', '10.01%', '13.36%', '2.48%', '10.97%', '8.02%', '29.19%']..., số giá trị độc nhất: 7 M7_TRUNG BÌNH: ['+1.04%', '+12.84%', '+13.76%', '+3.03%', '+10.28%', '+9.99%', '+24.53%']..., số giá trị độc nhất: 7 M7_TRUNG VỊ: ['+0.76%', '+11.34%', '+12.79%', '+2.66%', '+10.45%', '+9.75%', '+26.55%']..., số giá trị độc nhất: 7 M8_2010: ['1.64%', '28.80%', '12.10%', '1.88%', '10.85%', '9.42%', '14.35%']..., số giá trị độc nhất: 7 M8_2011: ['0.79%', '17.36%', '9.15%', '1.91%', '7.44%', '7.08%', '35.93%']..., số giá trị độc nhất: 7 M8_2012: ['0.39%', '10.79%', '14.60%', '2.64%', '7.96%', '7.79%', '34.75%']..., số giá trị độc nhất: 7 M8_2013: ['2.75%', '8.57%', '13.99%', '3.80%', '9.66%', '15.07%', '15.57%']..., số giá trị độc nhất: 7 M8_2014: ['1.51%', '12.04%', '9.75%', '8.42%', '12.12%', '10.14%', '13.19%']..., số giá trị độc nhất: 7 M8_2015: ['2.25%', '13.20%', '10.85%', '3.67%', '11.45%', '13.30%', '23.62%']..., số giá trị độc nhất: 7 M8_2016: ['1.73%', '14.33%', '20.77%', '3.00%', '13.03%', '20.71%', '7.10%']..., số giá trị độc nhất: 7 M8_2017: ['2.69%', '16.39%', '13.68%', '2.33%', '11.99%', '10.55%', '17.45%']..., số giá trị độc nhất: 7 M8_2018: ['0.93%', '9.87%', '9.74%', '5.39%', '10.07%', '12.23%', '30.23%']..., số giá trị độc nhất: 7 M8_2019: ['0.46%', '20.93%', '10.89%', '3.51%', '11.15%', '7.70%', '16.62%']..., số giá trị độc nhất: 7 M8_2020: ['1.02%', '8.28%', '18.12%', '2.50%', '10.00%', '12.92%', '21.66%']..., số giá trị độc nhất: 7 M8_2021: ['1.44%', '8.12%', '15.14%', '2.76%', '6.65%', '5.92%', '34.78%']..., số giá trị độc nhất: 7 M8_2022: ['0.41%', '9.54%', '14.85%', '4.67%', '8.92%', '9.51%', '27.57%']..., số giá trị độc nhất: 7 M8_2023: ['0.40%', '10.70%', '10.59%', '2.46%', '7.62%', '6.95%', '30.22%']..., số giá trị độc nhất: 7 M8_2024: ['0.36%', '7.63%', '12.31%', '2.73%', '10.00%', '9.16%', '31.48%']..., số giá trị độc nhất: 7 M8_TRUNG BÌNH: ['+1.25%', '+13.10%', '+3.44%', '+9.93%', '+10.56%', '+23.63%']..., số giá trị độc nhất: 6 M8_TRUNG VỊ: ['+1.02%', '+10.79%', '+12.31%', '+2.76%', '+10.00%', '+9.51%', '+23.62%']..., số giá trị độc nhất: 7 M9_2010: ['0.94%', '27.23%', '14.39%', '2.05%', '9.76%', '7.29%', '18.04%']..., số giá trị độc nhất: 7 M9_2011: ['0.56%', '17.51%', '10.73%', '1.72%', '7.89%', '8.59%', '28.63%']..., số giá trị độc nhất: 7 M9_2012: ['0.38%', '9.94%', '15.56%', '3.25%', '6.24%', '11.24%', '33.63%']..., số giá trị độc nhất: 7 M9_2013: ['2.38%', '11.64%', '11.78%', '3.18%', '10.87%', '8.55%', '19.00%']..., số giá trị độc nhất: 7 M9_2014: ['1.80%', '13.69%', '8.46%', '10.13%', '11.08%', '9.36%', '15.31%']..., số giá trị độc nhất: 7 M9_2015: ['1.66%', '12.94%', '11.62%', '4.03%', '11.86%', '11.22%', '21.87%']..., số giá trị độc nhất: 7 M9_2016: ['1.78%', '13.78%', '19.11%', '3.66%', '11.49%', '22.17%', '9.45%']..., số giá trị độc nhất: 7 M9_2017: ['2.66%', '21.34%', '15.03%', '2.20%', '11.90%', '8.80%', '15.01%']..., số giá trị độc nhất: 7 M9_2018: ['0.98%', '10.48%', '11.94%', '5.92%', '10.71%', '11.80%', '28.15%']..., số giá trị độc nhất: 7 M9_2019: ['0.65%', '23.15%', '8.94%', '3.16%', '9.19%', '8.39%', '19.71%']..., số giá trị độc nhất: 7 M9_2020: ['0.75%', '7.85%', '16.93%', '2.57%', '10.63%', '12.37%', '24.83%']..., số giá trị độc nhất: 7 M9_2021: ['1.36%', '10.94%', '18.76%', '3.17%', '7.83%', '6.81%', '25.09%']..., số giá trị độc nhất: 7 M9_2022: ['0.27%', '11.18%', '16.17%', '5.16%', '9.01%', '10.42%', '22.82%']..., số giá trị độc nhất: 7 M9_2023: ['0.25%', '11.46%', '12.00%', '2.99%', '8.09%', '6.02%', '32.18%']..., số giá trị độc nhất: 7 M9_2024: ['0.45%', '6.49%', '12.69%', '2.49%', '7.76%', '7.60%', '37.79%']..., số giá trị độc nhất: 7 M9_TRUNG BÌNH: ['+1.13%', '+13.97%', '+13.61%', '+3.71%', '+9.62%', '+10.04%', '+23.43%']..., số giá trị độc nhất: 7 M9_TRUNG VỊ: ['+0.94%', '+11.64%', '+12.69%', '+3.17%', '+9.76%', '+8.80%', '+22.82%']..., số giá trị độc nhất: 7 Q1_2010: ['0.83%', '23.08%', '12.89%', '1.36%', '9.19%', '10.53%', '20.57%']..., số giá trị độc nhất: 7 Q1_2011: ['0.59%', '19.22%', '11.63%', '2.99%', '9.38%', '7.71%', '26.42%']..., số giá trị độc nhất: 7 Q1_2012: ['0.35%', '14.07%', '10.07%', '3.00%', '6.60%', '7.30%', '41.92%']..., số giá trị độc nhất: 7 Q1_2013: ['0.27%', '14.26%', '13.05%', '2.68%', '8.72%', '7.26%', '28.83%']..., số giá trị độc nhất: 7 Q1_2014: ['1.20%', '14.50%', '9.90%', '4.56%', '10.02%', '9.60%', '21.87%']..., số giá trị độc nhất: 7 Q1_2015: ['2.28%', '13.02%', '9.55%', '7.39%', '15.60%', '9.47%', '18.43%']..., số giá trị độc nhất: 7 Q1_2016: ['1.35%', '11.19%', '13.82%', '3.54%', '15.91%', '17.35%', '13.14%']..., số giá trị độc nhất: 7 Q1_2017: ['1.42%', '26.77%', '15.46%', '1.96%', '7.67%', '13.39%', '11.58%']..., số giá trị độc nhất: 7 Q1_2018: ['1.09%', '12.57%', '10.52%', '4.26%', '7.01%', '9.12%', '32.58%']..., số giá trị độc nhất: 7 Q1_2019: ['1.06%', '15.78%', '11.70%', '3.68%', '10.65%', '10.23%', '23.00%']..., số giá trị độc nhất: 7 Q1_2020: ['1.10%', '8.64%', '10.68%', '3.00%', '9.90%', '9.47%', '33.70%']..., số giá trị độc nhất: 7 Q1_2021: ['0.72%', '8.74%', '12.85%', '4.13%', '6.86%', '8.22%', '32.91%']..., số giá trị độc nhất: 7 Q1_2022: ['0.61%', '12.43%', '14.45%', '3.76%', '9.78%', '6.60%', '24.46%']..., số giá trị độc nhất: 7 Q1_2023: ['0.32%', '9.31%', '15.05%', '4.18%', '6.64%', '7.47%', '35.40%']..., số giá trị độc nhất: 7 Q1_2024: ['0.22%', '9.46%', '11.64%', '2.48%', '7.91%', '7.64%', '37.15%']..., số giá trị độc nhất: 7 Q1_2025: ['0.53%', '10.73%', '12.36%', '1.76%', '7.68%', '7.33%', '37.13%']..., số giá trị độc nhất: 7 Q1_TRUNG BÌNH: ['+0.89%', '+14.20%', '+12.22%', '+3.53%', '+9.46%', '+9.42%', '+26.80%']..., số giá trị độc nhất: 7 Q1_TRUNG VỊ: ['+0.83%', '+13.02%', '+11.70%', '+3.54%', '+9.19%', '+9.12%', '+26.42%']..., số giá trị độc nhất: 7 Q2_2010: ['0.79%', '29.57%', '13.41%', '2.12%', '11.37%', '8.11%', '13.62%']..., số giá trị độc nhất: 7 Q2_2011: ['0.61%', '18.03%', '9.13%', '2.65%', '8.69%', '11.56%', '27.81%']..., số giá trị độc nhất: 7 Q2_2012: ['0.17%', '15.06%', '12.70%', '2.96%', '8.16%', '8.75%', '30.06%']..., số giá trị độc nhất: 7 Q2_2013: ['0.34%', '11.48%', '12.78%', '4.66%', '10.90%', '8.90%', '21.02%']..., số giá trị độc nhất: 7 Q2_2014: ['1.63%', '12.61%', '10.81%', '5.48%', '8.62%', '8.54%', '24.05%']..., số giá trị độc nhất: 7 Q2_2015: ['3.29%', '15.24%', '9.68%', '6.16%', '16.18%', '8.39%', '17.36%']..., số giá trị độc nhất: 7 Q2_2016: ['1.31%', '11.19%', '19.73%', '3.95%', '17.06%', '15.85%', '11.23%']..., số giá trị độc nhất: 7 Q2_2017: ['1.49%', '27.33%', '13.31%', '1.37%', '9.66%', '10.70%', '14.96%']..., số giá trị độc nhất: 7 Q2_2018: ['0.67%', '9.57%', '10.23%', '2.35%', '6.86%', '10.81%', '32.88%']..., số giá trị độc nhất: 7 Q2_2019: ['0.40%', '20.01%', '11.24%', '6.01%', '10.16%', '9.29%', '17.07%']..., số giá trị độc nhất: 7 Q2_2020: ['0.81%', '9.62%', '14.37%', '3.33%', '10.42%', '11.79%', '24.09%']..., số giá trị độc nhất: 7 Q2_2021: ['0.64%', '6.13%', '13.28%', '3.38%', '5.76%', '5.78%', '43.78%']..., số giá trị độc nhất: 7 Q2_2022: ['0.46%', '10.89%', '15.68%', '4.73%', '10.47%', '8.05%', '23.60%']..., số giá trị độc nhất: 7 Q2_2023: ['0.55%', '10.62%', '12.29%', '3.53%', '7.30%', '7.47%', '32.21%']..., số giá trị độc nhất: 7 Q2_2024: ['0.31%', '10.19%', '12.08%', '3.43%', '9.04%', '8.32%', '31.47%']..., số giá trị độc nhất: 7 Q2_TRUNG BÌNH: ['+0.90%', '+14.50%', '+12.72%', '+3.74%', '+10.04%', '+9.49%', '+24.35%']..., số giá trị độc nhất: 7 Q2_TRUNG VỊ: ['+0.64%', '+11.48%', '+12.70%', '+3.43%', '+9.66%', '+8.75%', '+24.05%']..., số giá trị độc nhất: 7 Q3_2010: ['1.33%', '28.67%', '13.11%', '1.78%', '10.91%', '8.20%', '15.98%']..., số giá trị độc nhất: 7 Q3_2011: ['0.66%', '17.07%', '10.13%', '1.92%', '7.72%', '8.34%', '31.44%']..., số giá trị độc nhất: 7 Q3_2012: ['0.32%', '12.03%', '14.19%', '2.57%', '8.20%', '8.22%', '33.96%']..., số giá trị độc nhất: 7 Q3_2013: ['1.99%', '9.09%', '12.39%', '3.33%', '10.30%', '12.29%', '15.47%']..., số giá trị độc nhất: 7 Q3_2014: ['1.67%', '12.56%', '9.82%', '8.79%', '11.39%', '9.35%', '14.67%']..., số giá trị độc nhất: 7 Q3_2015: ['1.97%', '12.83%', '10.85%', '4.01%', '12.32%', '12.02%', '24.48%']..., số giá trị độc nhất: 7 Q3_2016: ['1.94%', '13.62%', '21.44%', '3.01%', '13.42%', '18.70%', '9.08%']..., số giá trị độc nhất: 7 Q3_2017: ['2.50%', '18.05%', '15.01%', '1.98%', '11.80%', '10.31%', '16.49%']..., số giá trị độc nhất: 7 Q3_2018: ['0.94%', '9.53%', '11.05%', '4.75%', '9.66%', '12.42%', '30.24%']..., số giá trị độc nhất: 7 Q3_2019: ['0.47%', '20.68%', '10.89%', '3.54%', '10.98%', '8.27%', '18.15%']..., số giá trị độc nhất: 7 Q3_2020: ['0.84%', '8.25%', '17.69%', '2.35%', '10.11%', '13.03%', '22.75%']..., số giá trị độc nhất: 7 Q3_2021: ['1.19%', '8.08%', '16.02%', '2.99%', '6.77%', '5.99%', '34.83%']..., số giá trị độc nhất: 7 Q3_2022: ['0.36%', '10.11%', '14.86%', '4.76%', '8.73%', '9.90%', '26.67%']..., số giá trị độc nhất: 7 Q3_2023: ['0.39%', '11.10%', '11.60%', '2.75%', '7.95%', '7.11%', '30.87%']..., số giá trị độc nhất: 7 Q3_2024: ['0.49%', '8.22%', '12.81%', '2.57%', '9.76%', '8.30%', '32.34%']..., số giá trị độc nhất: 7 Q3_TRUNG BÌNH: ['+1.14%', '+13.33%', '+13.46%', '+3.41%', '+10.00%', '+10.16%', '+23.83%']..., số giá trị độc nhất: 7 Q3_TRUNG VỊ: ['+0.94%', '+12.03%', '+12.81%', '+2.99%', '+10.11%', '+9.35%', '+24.48%']..., số giá trị độc nhất: 7 Q4_2010: ['0.59%', '22.75%', '12.14%', '2.60%', '9.06%', '7.25%', '23.07%']..., số giá trị độc nhất: 7 Q4_2011: ['0.67%', '15.06%', '9.64%', '1.66%', '7.79%', '9.22%', '32.93%']..., số giá trị độc nhất: 7 Q4_2012: ['0.33%', '12.03%', '14.30%', '2.61%', '7.46%', '9.99%', '32.24%']..., số giá trị độc nhất: 7 Q4_2013: ['1.77%', '16.14%', '10.56%', '3.08%', '11.45%', '9.02%', '14.02%']..., số giá trị độc nhất: 7 Q4_2014: ['2.80%', '12.17%', '10.44%', '7.26%', '13.73%', '11.42%', '14.54%']..., số giá trị độc nhất: 7 Q4_2015: ['1.52%', '12.19%', '12.45%', '3.04%', '15.79%', '17.04%', '13.59%']..., số giá trị độc nhất: 7 Q4_2016: ['1.28%', '20.05%', '18.92%', '2.58%', '10.87%', '18.19%', '7.57%']..., số giá trị độc nhất: 7 Q4_2017: ['2.02%', '17.46%', '12.70%', '3.48%', '9.50%', '11.00%', '18.67%']..., số giá trị độc nhất: 7 Q4_2018: ['0.71%', '13.15%', '11.98%', '5.14%', '9.38%', '12.54%', '27.14%']..., số giá trị độc nhất: 7 Q4_2019: ['0.86%', '25.44%', '9.01%', '2.04%', '8.62%', '9.29%', '17.66%']..., số giá trị độc nhất: 7 Q4_2020: ['0.59%', '8.01%', '16.40%', '2.58%', '7.67%', '10.14%', '29.80%']..., số giá trị độc nhất: 7 Q4_2021: ['0.93%', '11.39%', '14.76%', '2.62%', '8.42%', '7.10%', '26.79%']..., số giá trị độc nhất: 7 Q4_2022: ['0.23%', '6.91%', '14.43%', '3.77%', '7.43%', '7.88%', '33.43%']..., số giá trị độc nhất: 7 Q4_2023: ['0.26%', '10.42%', '11.95%', '3.35%', '7.79%', '7.09%', '32.93%']..., số giá trị độc nhất: 7 Q4_2024: ['0.51%', '8.33%', '11.65%', '1.97%', '8.26%', '7.93%', '34.92%']..., số giá trị độc nhất: 7 Q4_TRUNG BÌNH: ['+1.01%', '+14.10%', '+12.76%', '+3.19%', '+9.55%', '+10.34%', '+23.95%']..., số giá trị độc nhất: 7 Q4_TRUNG VỊ: ['+0.71%', '+12.19%', '+12.14%', '+2.62%', '+8.62%', '+9.29%', '+26.79%']..., số giá trị độc nhất: 7 W10_2010: ['0.91%', '22.42%', '13.75%', '1.70%', '7.28%', '10.32%', '23.59%']..., số giá trị độc nhất: 7 W10_2011: ['0.65%', '20.24%', '10.42%', '2.48%', '8.99%', '6.29%', '26.15%']..., số giá trị độc nhất: 7 W10_2012: ['0.36%', '13.56%', '10.67%', '2.85%', '5.33%', '6.63%', '45.04%']..., số giá trị độc nhất: 7 W10_2013: ['0.10%', '15.43%', '14.16%', '2.17%', '9.02%', '6.66%', '28.26%']..., số giá trị độc nhất: 7 W10_2014: ['1.27%', '15.91%', '8.93%', '3.40%', '9.79%', '10.08%', '21.79%']..., số giá trị độc nhất: 7 W10_2015: ['0.99%', '20.26%', '7.06%', '13.61%', '19.89%', '6.00%', '13.41%']..., số giá trị độc nhất: 7 W10_2016: ['1.17%', '10.63%', '12.80%', '3.18%', '18.38%', '18.35%', '13.86%']..., số giá trị độc nhất: 7 W10_2017: ['2.00%', '34.84%', '12.77%', '1.51%', '8.26%', '8.48%', '7.96%']..., số giá trị độc nhất: 7 W10_2018: ['0.73%', '11.69%', '11.96%', '3.49%', '7.17%', '9.47%', '31.42%']..., số giá trị độc nhất: 7 W10_2019: ['1.31%', '16.29%', '12.14%', '4.18%', '12.68%', '9.47%', '18.70%']..., số giá trị độc nhất: 7 W10_2020: ['0.98%', '7.87%', '7.89%', '2.61%', '8.27%', '7.42%', '42.41%']..., số giá trị độc nhất: 7 W10_2021: ['0.33%', '8.35%', '15.11%', '6.27%', '7.80%', '7.16%', '31.87%']..., số giá trị độc nhất: 7 W10_2022: ['0.69%', '10.67%', '19.76%', '4.48%', '10.02%', '5.80%', '25.23%']..., số giá trị độc nhất: 7 W10_2023: ['0.31%', '9.31%', '17.38%', '4.59%', '5.88%', '7.63%', '34.81%']..., số giá trị độc nhất: 7 W10_2024: ['0.22%', '8.67%', '11.77%', '2.40%', '8.50%', '8.43%', '36.22%']..., số giá trị độc nhất: 7 W10_2025: ['0.34%', '8.69%', '12.08%', '1.43%', '7.59%', '6.75%', '42.33%']..., số giá trị độc nhất: 7 W10_TRUNG BÌNH: ['+0.77%', '+14.68%', '+12.42%', '+3.77%', '+9.68%', '+8.43%', '+27.69%']..., số giá trị độc nhất: 7 W10_TRUNG VỊ: ['+0.71%', '+12.62%', '+12.11%', '+3.02%', '+8.39%', '+7.53%', '+27.21%']..., số giá trị độc nhất: 7 W11_2010: ['0.48%', '24.23%', '13.56%', '1.59%', '9.50%', '12.09%', '17.26%']..., số giá trị độc nhất: 7 W11_2011: ['0.91%', '20.11%', '12.19%', '2.92%', '7.34%', '8.12%', '26.03%']..., số giá trị độc nhất: 7 W11_2012: ['0.22%', '13.46%', '9.55%', '2.79%', '5.86%', '5.89%', '46.74%']..., số giá trị độc nhất: 7 W11_2013: ['0.19%', '17.13%', '14.27%', '5.18%', '8.65%', '5.06%', '28.89%']..., số giá trị độc nhất: 7 W11_2014: ['1.68%', '14.90%', '10.23%', '3.78%', '9.47%', '10.83%', '21.51%']..., số giá trị độc nhất: 7 W11_2015: ['1.87%', '14.49%', '7.47%', '12.19%', '14.39%', '6.05%', '16.13%']..., số giá trị độc nhất: 7 W11_2016: ['1.44%', '12.78%', '16.02%', '5.30%', '14.99%', '17.94%', '10.11%']..., số giá trị độc nhất: 7 W11_2017: ['1.06%', '33.04%', '12.01%', '1.36%', '7.85%', '13.41%', '10.31%']..., số giá trị độc nhất: 7 W11_2018: ['0.64%', '11.29%', '7.95%', '2.65%', '5.69%', '11.41%', '35.01%']..., số giá trị độc nhất: 7 W11_2019: ['1.18%', '15.91%', '11.55%', '3.00%', '11.13%', '8.59%', '22.48%']..., số giá trị độc nhất: 7 W11_2020: ['0.91%', '7.20%', '10.72%', '3.10%', '9.38%', '10.60%', '34.87%']..., số giá trị độc nhất: 7 W11_2021: ['0.41%', '9.56%', '12.82%', '5.03%', '7.20%', '8.31%', '31.98%']..., số giá trị độc nhất: 7 W11_2022: ['0.58%', '12.22%', '20.21%', '5.69%', '10.85%', '7.03%', '19.91%']..., số giá trị độc nhất: 7 W11_2023: ['0.33%', '7.90%', '15.77%', '3.87%', '5.50%', '7.56%', '38.75%']..., số giá trị độc nhất: 7 W11_2024: ['0.19%', '9.61%', '12.15%', '2.87%', '8.65%', '9.01%', '33.46%']..., số giá trị độc nhất: 7 W11_2025: ['0.33%', '9.40%', '10.78%', '1.33%', '6.75%', '6.62%', '41.48%']..., số giá trị độc nhất: 7 W11_TRUNG BÌNH: ['+0.81%', '+14.92%', '+12.43%', '+4.09%', '+9.10%', '+9.46%', '+26.23%']..., số giá trị độc nhất: 7 W11_TRUNG VỊ: ['+0.64%', '+13.46%', '+12.15%', '+3.10%', '+8.65%', '+8.59%', '+26.03%']..., số giá trị độc nhất: 7 W12_2010: ['0.95%', '21.89%', '12.48%', '1.09%', '9.95%', '9.20%', '19.02%']..., số giá trị độc nhất: 7 W12_2011: ['0.53%', '20.82%', '9.34%', '2.67%', '8.67%', '7.76%', '32.80%']..., số giá trị độc nhất: 7 W12_2012: ['0.26%', '16.45%', '10.00%', '3.50%', '5.89%', '6.34%', '41.62%']..., số giá trị độc nhất: 7 W12_2013: ['1.24%', '11.77%', '15.19%', '3.37%', '10.38%', '9.84%', '23.48%']..., số giá trị độc nhất: 7 W12_2014: ['0.91%', '15.12%', '9.97%', '5.75%', '8.22%', '11.52%', '23.87%']..., số giá trị độc nhất: 7 W12_2015: ['3.14%', '9.85%', '10.35%', '6.22%', '13.61%', '13.06%', '13.73%']..., số giá trị độc nhất: 7 W12_2016: ['1.28%', '10.86%', '15.44%', '3.60%', '14.46%', '18.09%', '12.90%']..., số giá trị độc nhất: 7 W12_2017: ['1.21%', '25.74%', '10.87%', '1.32%', '6.09%', '16.46%', '15.24%']..., số giá trị độc nhất: 7 W12_2018: ['1.46%', '10.72%', '7.94%', '4.14%', '5.98%', '8.80%', '37.16%']..., số giá trị độc nhất: 7 W12_2019: ['0.71%', '15.78%', '11.73%', '3.72%', '10.95%', '8.40%', '23.07%']..., số giá trị độc nhất: 7 W12_2020: ['1.00%', '8.43%', '10.74%', '3.16%', '11.35%', '12.20%', '28.50%']..., số giá trị độc nhất: 7 W12_2021: ['0.56%', '9.33%', '10.60%', '4.13%', '7.41%', '7.85%', '35.14%']..., số giá trị độc nhất: 7 W12_2022: ['0.56%', '14.97%', '18.88%', '4.36%', '9.47%', '7.16%', '18.70%']..., số giá trị độc nhất: 7 W12_2023: ['0.41%', '8.44%', '12.71%', '3.46%', '5.89%', '7.24%', '40.40%']..., số giá trị độc nhất: 7 W12_2024: ['0.23%', '9.33%', '11.53%', '2.36%', '8.08%', '6.70%', '34.05%']..., số giá trị độc nhất: 7 W12_TRUNG BÌNH: ['+0.96%', '+13.97%', '+11.85%', '+3.52%', '+9.09%', '+10.04%', '+26.65%']..., số giá trị độc nhất: 7 W12_TRUNG VỊ: ['+0.91%', '+11.77%', '+10.87%', '+3.50%', '+8.67%', '+8.80%', '+23.87%']..., số giá trị độc nhất: 7 W13_2010: ['0.61%', '23.21%', '12.80%', '0.83%', '13.31%', '8.99%', '19.93%']..., số giá trị độc nhất: 7 W13_2011: ['0.74%', '22.10%', '11.29%', '2.22%', '9.61%', '8.46%', '27.35%']..., số giá trị độc nhất: 7 W13_2012: ['0.35%', '15.95%', '10.41%', '2.93%', '6.94%', '5.65%', '37.95%']..., số giá trị độc nhất: 7 W13_2013: ['0.85%', '14.05%', '13.75%', '2.95%', '8.90%', '10.58%', '22.38%']..., số giá trị độc nhất: 7 W13_2014: ['1.10%', '13.79%', '10.89%', '5.33%', '8.74%', '8.00%', '22.60%']..., số giá trị độc nhất: 7 W13_2015: ['3.95%', '10.00%', '9.38%', '6.56%', '17.03%', '9.98%', '16.25%']..., số giá trị độc nhất: 7 W13_2016: ['1.18%', '10.36%', '18.37%', '2.74%', '16.09%', '18.27%', '11.35%']..., số giá trị độc nhất: 7 W13_2017: ['1.83%', '26.59%', '13.69%', '1.56%', '7.39%', '12.85%', '14.16%']..., số giá trị độc nhất: 7 W13_2018: ['1.70%', '12.75%', '9.93%', '4.86%', '6.09%', '10.84%', '29.11%']..., số giá trị độc nhất: 7 W13_2019: ['0.61%', '17.73%', '11.68%', '3.88%', '9.57%', '10.78%', '19.82%']..., số giá trị độc nhất: 7 W13_2020: ['0.94%', '7.60%', '11.38%', '2.71%', '9.80%', '14.30%', '28.99%']..., số giá trị độc nhất: 7 W13_2021: ['0.56%', '8.94%', '12.56%', '3.78%', '6.80%', '7.16%', '34.00%']..., số giá trị độc nhất: 7 W13_2022: ['0.56%', '14.88%', '18.02%', '2.77%', '9.95%', '7.24%', '16.54%']..., số giá trị độc nhất: 7 W13_2023: ['0.30%', '9.15%', '13.69%', '2.22%', '6.53%', '5.80%', '42.06%']..., số giá trị độc nhất: 7 W13_2024: ['0.20%', '8.36%', '9.95%', '2.71%', '8.42%', '7.84%', '35.99%']..., số giá trị độc nhất: 7 W13_TRUNG BÌNH: ['+1.03%', '+14.37%', '+12.52%', '+3.20%', '+9.68%', '+9.78%', '+25.23%']..., số giá trị độc nhất: 7 W13_TRUNG VỊ: ['+0.74%', '+13.79%', '+11.68%', '+2.77%', '+8.90%', '+8.99%', '+22.60%']..., số giá trị độc nhất: 7 W14_2010: ['0.57%', '24.51%', '14.58%', '0.90%', '14.26%', '10.30%', '15.25%']..., số giá trị độc nhất: 7 W14_2011: ['0.79%', '19.95%', '11.53%', '1.60%', '9.32%', '9.08%', '27.20%']..., số giá trị độc nhất: 7 W14_2012: ['0.38%', '14.76%', '8.57%', '2.88%', '6.61%', '7.01%', '41.81%']..., số giá trị độc nhất: 7 W14_2013: ['0.39%', '11.80%', '14.32%', '2.69%', '12.82%', '8.81%', '24.42%']..., số giá trị độc nhất: 7 W14_2014: ['1.15%', '12.96%', '10.37%', '4.58%', '7.90%', '7.99%', '24.57%']..., số giá trị độc nhất: 7 W14_2015: ['4.35%', '11.17%', '10.87%', '5.86%', '16.57%', '9.22%', '13.59%']..., số giá trị độc nhất: 7 W14_2016: ['1.53%', '12.62%', '19.67%', '1.68%', '16.92%', '16.07%', '10.06%']..., số giá trị độc nhất: 7 W14_2017: ['1.18%', '29.28%', '14.09%', '2.15%', '7.94%', '9.16%', '15.73%']..., số giá trị độc nhất: 7 W14_2018: ['0.86%', '13.23%', '8.30%', '2.26%', '5.88%', '10.15%', '32.85%']..., số giá trị độc nhất: 7 W14_2019: ['0.54%', '20.13%', '11.18%', '6.28%', '9.64%', '9.58%', '16.13%']..., số giá trị độc nhất: 7 W14_2020: ['0.70%', '9.04%', '11.00%', '2.92%', '10.78%', '12.21%', '29.30%']..., số giá trị độc nhất: 7 W14_2021: ['0.49%', '7.79%', '10.95%', '3.59%', '7.13%', '6.76%', '40.06%']..., số giá trị độc nhất: 7 W14_2022: ['0.71%', '12.65%', '17.28%', '3.13%', '11.21%', '8.55%', '18.31%']..., số giá trị độc nhất: 7 W14_2023: ['0.31%', '10.31%', '12.01%', '3.04%', '6.14%', '5.55%', '37.06%']..., số giá trị độc nhất: 7 W14_2024: ['0.16%', '9.11%', '10.46%', '4.64%', '8.03%', '7.00%', '33.61%']..., số giá trị độc nhất: 7 W14_TRUNG BÌNH: ['+0.94%', '+14.62%', '+12.35%', '+3.21%', '+10.08%', '+9.16%', '+25.33%']..., số giá trị độc nhất: 7 W14_TRUNG VỊ: ['+0.70%', '+12.65%', '+11.18%', '+2.92%', '+9.32%', '+9.08%', '+24.57%']..., số giá trị độc nhất: 7 W15_2010: ['0.65%', '29.75%', '16.61%', '1.58%', '12.83%', '8.71%', '9.75%']..., số giá trị độc nhất: 7 W15_2011: ['0.69%', '19.39%', '11.20%', '2.24%', '8.41%', '11.89%', '24.49%']..., số giá trị độc nhất: 7 W15_2012: ['0.21%', '15.15%', '10.46%', '2.67%', '6.94%', '6.91%', '35.94%']..., số giá trị độc nhất: 7 W15_2013: ['0.30%', '10.18%', '14.64%', '3.25%', '12.31%', '8.30%', '24.59%']..., số giá trị độc nhất: 7 W15_2014: ['1.17%', '12.43%', '13.52%', '4.89%', '6.30%', '8.93%', '23.66%']..., số giá trị độc nhất: 7 W15_2015: ['4.00%', '15.99%', '10.71%', '4.76%', '16.91%', '9.73%', '15.16%']..., số giá trị độc nhất: 7 W15_2016: ['1.79%', '12.28%', '20.53%', '2.23%', '17.29%', '16.67%', '10.64%']..., số giá trị độc nhất: 7 W15_2017: ['0.99%', '32.34%', '12.80%', '1.37%', '7.02%', '8.71%', '13.87%']..., số giá trị độc nhất: 7 W15_2018: ['0.81%', '10.98%', '7.96%', '2.09%', '5.57%', '9.30%', '38.22%']..., số giá trị độc nhất: 7 W15_2019: ['0.60%', '20.90%', '12.10%', '7.49%', '10.47%', '8.93%', '15.78%']..., số giá trị độc nhất: 7 W15_2020: ['0.94%', '10.68%', '9.18%', '4.37%', '11.73%', '10.73%', '28.19%']..., số giá trị độc nhất: 7 W15_2021: ['0.47%', '8.24%', '10.03%', '3.94%', '7.63%', '6.72%', '38.81%']..., số giá trị độc nhất: 7 W15_2022: ['0.68%', '11.75%', '13.98%', '1.97%', '12.00%', '7.25%', '25.07%']..., số giá trị độc nhất: 7 W15_2023: ['0.35%', '9.30%', '10.16%', '3.72%', '6.96%', '6.67%', '34.01%']..., số giá trị độc nhất: 7 W15_2024: ['0.26%', '7.99%', '8.99%', '3.97%', '8.40%', '7.63%', '34.55%']..., số giá trị độc nhất: 7 W15_TRUNG BÌNH: ['+0.93%', '+15.16%', '+12.19%', '+3.37%', '+10.05%', '+9.14%', '+24.85%']..., số giá trị độc nhất: 7 W15_TRUNG VỊ: ['+0.68%', '+12.28%', '+11.20%', '+3.25%', '+8.41%', '+8.71%', '+24.59%']..., số giá trị độc nhất: 7 W16_2010: ['1.14%', '31.44%', '12.78%', '1.95%', '12.34%', '8.39%', '10.81%']..., số giá trị độc nhất: 7 W16_2011: ['0.71%', '18.82%', '10.69%', '3.90%', '9.24%', '9.62%', '26.68%']..., số giá trị độc nhất: 7 W16_2012: ['0.17%', '15.27%', '12.38%', '3.54%', '7.68%', '7.90%', '30.16%']..., số giá trị độc nhất: 7 W16_2013: ['0.32%', '10.19%', '15.90%', '2.78%', '9.77%', '11.08%', '23.16%']..., số giá trị độc nhất: 7 W16_2014: ['1.22%', '15.23%', '10.13%', '8.41%', '8.26%', '7.13%', '26.10%']..., số giá trị độc nhất: 7 W16_2015: ['3.42%', '13.38%', '12.37%', '9.72%', '15.97%', '7.25%', '15.75%']..., số giá trị độc nhất: 7 W16_2016: ['1.86%', '13.70%', '19.31%', '2.78%', '15.18%', '15.74%', '11.18%']..., số giá trị độc nhất: 7 W16_2017: ['0.58%', '36.80%', '11.62%', '0.97%', '7.82%', '9.12%', '12.03%']..., số giá trị độc nhất: 7 W16_2018: ['0.70%', '10.14%', '7.75%', '2.09%', '6.03%', '12.12%', '34.33%']..., số giá trị độc nhất: 7 W16_2019: ['0.42%', '20.37%', '12.17%', '5.23%', '9.97%', '9.74%', '16.29%']..., số giá trị độc nhất: 7 W16_2020: ['1.23%', '10.10%', '11.56%', '3.92%', '11.25%', '11.92%', '25.81%']..., số giá trị độc nhất: 7 W16_2021: ['0.63%', '8.16%', '13.09%', '2.71%', '6.75%', '7.51%', '34.38%']..., số giá trị độc nhất: 7 W16_2022: ['0.62%', '10.57%', '15.96%', '2.53%', '11.66%', '7.54%', '24.56%']..., số giá trị độc nhất: 7 W16_2023: ['0.48%', '8.51%', '10.39%', '2.93%', '7.49%', '10.09%', '33.90%']..., số giá trị độc nhất: 7 W16_2024: ['0.21%', '7.88%', '9.83%', '3.82%', '6.86%', '7.39%', '37.65%']..., số giá trị độc nhất: 7 W16_TRUNG BÌNH: ['+0.91%', '+15.37%', '+12.40%', '+3.82%', '+9.75%', '+9.50%', '+24.19%']..., số giá trị độc nhất: 7 W16_TRUNG VỊ: ['+0.63%', '+13.38%', '+12.17%', '+2.93%', '+9.24%', '+9.12%', '+25.81%']..., số giá trị độc nhất: 7 W17_2010: ['0.72%', '31.18%', '12.30%', '2.99%', '11.89%', '7.55%', '10.66%']..., số giá trị độc nhất: 7 W17_2011: ['0.48%', '19.12%', '9.39%', '2.85%', '8.59%', '11.78%', '26.22%']..., số giá trị độc nhất: 7 W17_2012: ['0.20%', '16.54%', '13.22%', '2.84%', '8.58%', '9.13%', '27.03%']..., số giá trị độc nhất: 7 W17_2013: ['0.28%', '13.25%', '15.96%', '3.04%', '9.93%', '9.84%', '20.40%']..., số giá trị độc nhất: 7 W17_2014: ['1.14%', '12.00%', '9.60%', '6.07%', '8.06%', '8.68%', '23.97%']..., số giá trị độc nhất: 7 W17_2015: ['3.96%', '16.45%', '9.96%', '9.77%', '20.53%', '6.89%', '12.49%']..., số giá trị độc nhất: 7 W17_2016: ['1.30%', '11.85%', '20.19%', '3.28%', '13.59%', '17.20%', '11.77%']..., số giá trị độc nhất: 7 W17_2017: ['0.90%', '32.08%', '13.05%', '1.77%', '9.66%', '10.27%', '12.83%']..., số giá trị độc nhất: 7 W17_2018: ['0.54%', '8.58%', '7.43%', '1.97%', '7.08%', '11.91%', '34.21%']..., số giá trị độc nhất: 7 W17_2019: ['0.46%', '20.46%', '11.30%', '5.28%', '9.70%', '10.01%', '16.97%']..., số giá trị độc nhất: 7 W17_2020: ['1.05%', '9.51%', '14.22%', '4.54%', '11.76%', '13.29%', '21.63%']..., số giá trị độc nhất: 7 W17_2021: ['0.32%', '6.97%', '15.28%', '2.33%', '7.17%', '7.64%', '33.16%']..., số giá trị độc nhất: 7 W17_2022: ['0.54%', '11.67%', '16.54%', '3.26%', '12.71%', '8.05%', '22.34%']..., số giá trị độc nhất: 7 W17_2023: ['0.54%', '9.17%', '12.02%', '2.12%', '7.03%', '9.23%', '29.80%']..., số giá trị độc nhất: 7 W17_2024: ['0.25%', '7.55%', '9.69%', '2.89%', '10.15%', '6.84%', '36.83%']..., số giá trị độc nhất: 7 W17_TRUNG BÌNH: ['+0.84%', '+15.09%', '+12.68%', '+3.67%', '+10.43%', '+9.89%', '+22.69%']..., số giá trị độc nhất: 7 W17_TRUNG VỊ: ['+0.54%', '+12.00%', '+12.30%', '+2.99%', '+9.70%', '+9.23%', '+22.34%']..., số giá trị độc nhất: 7 W18_2010: ['0.53%', '25.79%', '13.72%', '2.38%', '12.42%', '8.44%', '11.44%']..., số giá trị độc nhất: 7 W18_2011: ['0.50%', '20.30%', '9.52%', '2.20%', '8.21%', '12.39%', '28.26%']..., số giá trị độc nhất: 7 W18_2012: ['0.11%', '15.51%', '17.79%', '2.54%', '8.70%', '8.98%', '23.70%']..., số giá trị độc nhất: 7 W18_2013: ['0.31%', '12.05%', '16.40%', '4.12%', '8.47%', '12.22%', '21.25%']..., số giá trị độc nhất: 7 W18_2014: ['0.87%', '19.47%', '7.62%', '13.04%', '6.31%', '7.41%', '22.89%']..., số giá trị độc nhất: 7 W18_2015: ['2.97%', '14.45%', '10.54%', '7.25%', '18.08%', '7.97%', '13.75%']..., số giá trị độc nhất: 7 W18_2016: ['0.92%', '10.32%', '17.56%', '2.12%', '13.94%', '19.13%', '13.21%']..., số giá trị độc nhất: 7 W18_2017: ['1.11%', '31.02%', '11.77%', '2.68%', '8.23%', '12.02%', '10.87%']..., số giá trị độc nhất: 7 W18_2018: ['0.58%', '8.24%', '9.07%', '2.47%', '6.16%', '13.02%', '29.23%']..., số giá trị độc nhất: 7 W18_2019: ['0.27%', '18.58%', '12.99%', '6.22%', '8.66%', '10.30%', '17.43%']..., số giá trị độc nhất: 7 W18_2020: ['1.09%', '8.64%', '14.56%', '2.30%', '11.52%', '13.96%', '20.69%']..., số giá trị độc nhất: 7 W18_2021: ['0.42%', '6.87%', '13.70%', '1.99%', '6.23%', '6.70%', '39.74%']..., số giá trị độc nhất: 7 W18_2022: ['0.44%', '10.76%', '16.04%', '2.91%', '10.74%', '7.84%', '23.33%']..., số giá trị độc nhất: 7 W18_2023: ['1.10%', '9.47%', '10.71%', '2.24%', '7.65%', '9.09%', '28.36%']..., số giá trị độc nhất: 7 W18_2024: ['0.20%', '9.40%', '9.74%', '2.51%', '14.76%', '7.50%', '28.44%']..., số giá trị độc nhất: 7 W18_TRUNG BÌNH: ['+0.76%', '+14.72%', '+12.78%', '+3.80%', '+10.00%', '+10.46%', '+22.17%']..., số giá trị độc nhất: 7 W18_TRUNG VỊ: ['+0.53%', '+12.05%', '+12.99%', '+2.51%', '+8.66%', '+9.09%', '+22.89%']..., số giá trị độc nhất: 7 W19_2010: ['0.50%', '28.22%', '13.38%', '2.23%', '11.63%', '8.82%', '13.43%']..., số giá trị độc nhất: 7 W19_2011: ['0.83%', '17.89%', '10.48%', '2.83%', '8.55%', '14.47%', '25.25%']..., số giá trị độc nhất: 7 W19_2012: ['0.12%', '15.55%', '14.69%', '3.56%', '8.74%', '10.91%', '23.75%']..., số giá trị độc nhất: 7 W19_2013: ['0.20%', '14.23%', '11.24%', '2.70%', '8.64%', '21.39%']..., số giá trị độc nhất: 6 W19_2014: ['1.12%', '9.85%', '9.94%', '6.02%', '8.15%', '9.62%', '25.35%']..., số giá trị độc nhất: 7 W19_2015: ['2.96%', '14.53%', '10.41%', '7.11%', '20.45%', '7.86%', '12.45%']..., số giá trị độc nhất: 7 W19_2016: ['0.90%', '9.22%', '24.31%', '1.71%', '16.28%', '16.22%', '12.39%']..., số giá trị độc nhất: 7 W19_2017: ['0.89%', '33.25%', '11.23%', '1.12%', '9.03%', '11.11%', '10.68%']..., số giá trị độc nhất: 7 W19_2018: ['0.58%', '9.62%', '9.75%', '2.44%', '7.60%', '12.42%', '34.66%']..., số giá trị độc nhất: 7 W19_2019: ['0.46%', '18.87%', '10.70%', '7.44%', '8.90%', '8.17%', '21.57%']..., số giá trị độc nhất: 7 W19_2020: ['0.64%', '8.10%', '14.30%', '2.94%', '10.00%', '12.65%', '24.11%']..., số giá trị độc nhất: 7 W19_2021: ['0.41%', '6.07%', '15.02%', '2.13%', '5.53%', '5.99%', '45.75%']..., số giá trị độc nhất: 7 W19_2022: ['0.37%', '12.04%', '17.02%', '3.45%', '10.22%', '7.98%', '21.89%']..., số giá trị độc nhất: 7 W19_2023: ['0.75%', '10.22%', '12.85%', '3.55%', '6.89%', '6.31%', '29.94%']..., số giá trị độc nhất: 7 W19_2024: ['0.28%', '9.85%', '13.52%', '3.93%', '9.26%', '9.63%', '28.94%']..., số giá trị độc nhất: 7 W19_TRUNG BÌNH: ['+0.73%', '+14.50%', '+13.26%', '+3.54%', '+9.99%', '+10.05%', '+23.44%']..., số giá trị độc nhất: 7 W19_TRUNG VỊ: ['+0.58%', '+12.04%', '+12.85%', '+2.94%', '+8.90%', '+9.62%', '+23.75%']..., số giá trị độc nhất: 7 W1_2012: ['0.52%', '12.35%', '9.34%', '2.04%', '10.07%', '11.75%', '35.68%']..., số giá trị độc nhất: 7 W1_2013: ['0.08%', '14.08%', '12.83%', '1.83%', '7.68%', '5.88%', '34.20%']..., số giá trị độc nhất: 7 W1_2014: ['3.43%', '15.29%', '9.00%', '2.69%', '16.65%', '5.67%', '13.97%']..., số giá trị độc nhất: 7 W1_2017: ['0.95%', '22.10%', '18.46%', '2.09%', '7.71%', '15.39%', '13.54%']..., số giá trị độc nhất: 7 W1_2018: ['1.50%', '14.83%', '10.06%', '4.97%', '8.55%', '8.10%', '28.52%']..., số giá trị độc nhất: 7 W1_2019: ['0.64%', '18.82%', '13.55%', '2.99%', '8.78%', '9.02%', '25.13%']..., số giá trị độc nhất: 7 W1_2020: ['1.67%', '18.38%', '10.92%', '3.98%', '11.54%', '8.08%', '18.97%']..., số giá trị độc nhất: 7 W1_2023: ['0.20%', '9.91%', '12.67%', '3.94%', '6.15%', '8.55%', '35.74%']..., số giá trị độc nhất: 7 W1_2024: ['0.27%', '9.60%', '10.75%', '1.73%', '8.86%', '7.71%', '39.89%']..., số giá trị độc nhất: 7 W1_2025: ['0.46%', '10.08%', '11.91%', '1.96%', '8.26%', '7.54%', '35.39%']..., số giá trị độc nhất: 7 W1_TRUNG BÌNH: ['+0.97%', '+14.54%', '+11.95%', '+2.82%', '+9.42%', '+8.77%', '+28.10%']..., số giá trị độc nhất: 7 W1_TRUNG VỊ: ['+0.58%', '+14.46%', '+11.42%', '+2.39%', '+8.66%', '+8.09%', '+31.36%']..., số giá trị độc nhất: 7 W20_2010: ['0.59%', '31.03%', '12.14%', '2.79%', '10.76%', '7.87%', '15.29%']..., số giá trị độc nhất: 7 W20_2011: ['0.62%', '15.29%', '9.29%', '3.77%', '9.07%', '13.43%', '25.61%']..., số giá trị độc nhất: 7 W20_2012: ['0.11%', '14.48%', '12.83%', '4.17%', '7.64%', '9.73%', '30.48%']..., số giá trị độc nhất: 7 W20_2013: ['0.30%', '11.98%', '12.31%', '3.25%', '12.22%', '10.51%', '16.01%']..., số giá trị độc nhất: 7 W20_2014: ['1.27%', '11.77%', '9.69%', '4.65%', '7.53%', '11.86%', '24.71%']..., số giá trị độc nhất: 7 W20_2015: ['4.54%', '16.58%', '10.58%', '5.84%', '16.54%', '11.73%', '12.71%']..., số giá trị độc nhất: 7 W20_2016: ['0.95%', '9.96%', '19.98%', '2.50%', '17.66%', '15.66%', '14.32%']..., số giá trị độc nhất: 7 W20_2017: ['0.96%', '33.70%', '11.45%', '0.78%', '8.99%', '9.79%', '11.85%']..., số giá trị độc nhất: 7 W20_2018: ['0.44%', '8.70%', '10.52%', '3.53%', '7.62%', '13.20%', '30.02%']..., số giá trị độc nhất: 7 W20_2019: ['0.32%', '19.06%', '9.37%', '7.37%', '9.34%', '8.80%', '18.37%']..., số giá trị độc nhất: 7 W20_2020: ['0.64%', '8.27%', '12.71%', '4.20%', '10.57%', '13.02%', '25.73%']..., số giá trị độc nhất: 7 W20_2021: ['0.27%', '5.81%', '15.68%', '2.10%', '5.41%', '6.08%', '47.31%']..., số giá trị độc nhất: 7 W20_2022: ['0.41%', '10.31%', '15.84%', '3.07%', '9.54%', '7.58%', '26.00%']..., số giá trị độc nhất: 7 W20_2023: ['0.58%', '10.45%', '10.67%', '4.77%', '6.41%', '7.03%', '33.25%']..., số giá trị độc nhất: 7 W20_2024: ['0.35%', '9.79%', '12.69%', '3.32%', '10.13%', '10.24%', '31.10%']..., số giá trị độc nhất: 7 W20_TRUNG BÌNH: ['+0.82%', '+14.48%', '+12.38%', '+3.74%', '+9.96%', '+10.44%', '+24.18%']..., số giá trị độc nhất: 7 W20_TRUNG VỊ: ['+0.58%', '+11.77%', '+12.14%', '+3.53%', '+9.34%', '+10.24%', '+25.61%']..., số giá trị độc nhất: 7 W21_2010: ['0.75%', '29.07%', '12.33%', '2.25%', '9.58%', '8.61%', '17.47%']..., số giá trị độc nhất: 7 W21_2011: ['0.53%', '15.30%', '8.69%', '2.82%', '7.73%', '15.27%', '29.38%']..., số giá trị độc nhất: 7 W21_2012: ['0.33%', '12.93%', '13.04%', '3.38%', '7.75%', '10.55%', '27.81%']..., số giá trị độc nhất: 7 W21_2013: ['0.27%', '10.69%', '13.02%', '4.68%', '10.92%', '8.51%', '19.33%']..., số giá trị độc nhất: 7 W21_2014: ['1.68%', '13.86%', '10.84%', '3.09%', '8.34%', '7.98%', '22.25%']..., số giá trị độc nhất: 7 W21_2015: ['4.26%', '14.99%', '9.23%', '5.45%', '16.38%', '9.12%', '13.27%']..., số giá trị độc nhất: 7 W21_2016: ['0.94%', '8.86%', '15.99%', '8.17%', '15.72%', '14.47%', '14.76%']..., số giá trị độc nhất: 7 W21_2017: ['1.82%', '26.00%', '12.78%', '1.32%', '8.02%', '10.41%', '18.74%']..., số giá trị độc nhất: 7 W21_2018: ['0.41%', '8.80%', '11.38%', '3.32%', '7.45%', '10.66%', '27.41%']..., số giá trị độc nhất: 7 W21_2019: ['0.34%', '18.83%', '9.22%', '8.26%', '12.42%', '8.89%', '17.79%']..., số giá trị độc nhất: 7 W21_2020: ['0.66%', '7.81%', '15.82%', '3.38%', '10.59%', '10.73%', '26.99%']..., số giá trị độc nhất: 7 W21_2021: ['0.44%', '5.77%', '14.62%', '1.84%', '5.46%', '4.87%', '48.29%']..., số giá trị độc nhất: 7 W21_2022: ['0.34%', '9.83%', '15.97%', '5.09%', '8.19%', '7.14%', '27.86%']..., số giá trị độc nhất: 7 W21_2023: ['0.52%', '13.35%', '11.36%', '4.85%', '6.20%', '6.34%', '33.23%']..., số giá trị độc nhất: 7 W21_2024: ['0.35%', '10.33%', '12.61%', '3.83%', '8.76%', '8.82%', '31.07%']..., số giá trị độc nhất: 7 W21_TRUNG BÌNH: ['+0.91%', '+13.76%', '+12.46%', '+4.11%', '+9.57%', '+9.49%', '+25.04%']..., số giá trị độc nhất: 7 W21_TRUNG VỊ: ['+0.52%', '+12.93%', '+12.61%', '+3.38%', '+8.34%', '+8.89%', '+26.99%']..., số giá trị độc nhất: 7 W22_2010: ['0.87%', '29.11%', '12.04%', '1.93%', '10.03%', '7.95%', '17.35%']..., số giá trị độc nhất: 7 W22_2011: ['0.71%', '14.33%', '9.38%', '2.82%', '7.32%', '11.80%', '30.87%']..., số giá trị độc nhất: 7 W22_2012: ['0.17%', '12.24%', '13.40%', '2.61%', '9.47%', '9.83%', '28.83%']..., số giá trị độc nhất: 7 W22_2013: ['0.35%', '11.83%', '11.99%', '5.40%', '10.11%', '7.12%', '21.81%']..., số giá trị độc nhất: 7 W22_2014: ['2.02%', '12.90%', '11.01%', '3.69%', '7.59%', '8.00%', '24.69%']..., số giá trị độc nhất: 7 W22_2015: ['1.88%', '15.35%', '9.31%', '3.78%', '16.86%', '9.20%', '19.13%']..., số giá trị độc nhất: 7 W22_2016: ['0.99%', '9.13%', '16.60%', '4.94%', '18.13%', '19.18%', '12.57%']..., số giá trị độc nhất: 7 W22_2017: ['2.02%', '27.59%', '15.14%', '1.06%', '8.28%', '9.88%', '16.01%']..., số giá trị độc nhất: 7 W22_2018: ['0.77%', '7.09%', '12.67%', '2.03%', '6.40%', '9.15%', '32.17%']..., số giá trị độc nhất: 7 W22_2019: ['0.37%', '18.29%', '12.83%', '5.36%', '12.53%', '9.65%', '14.26%']..., số giá trị độc nhất: 7 W22_2020: ['0.58%', '7.79%', '17.54%', '2.61%', '9.53%', '10.62%', '24.28%']..., số giá trị độc nhất: 7 W22_2021: ['0.81%', '5.51%', '12.78%', '2.59%', '5.46%', '4.41%', '49.17%']..., số giá trị độc nhất: 7 W22_2022: ['0.49%', '10.32%', '17.46%', '5.16%', '8.72%', '8.15%', '25.68%']..., số giá trị độc nhất: 7 W22_2023: ['0.61%', '11.66%', '12.31%', '3.73%', '8.10%', '6.61%', '32.18%']..., số giá trị độc nhất: 7 W22_2024: ['0.26%', '11.73%', '11.87%', '3.23%', '10.51%', '9.23%', '28.57%']..., số giá trị độc nhất: 7 W22_TRUNG BÌNH: ['+0.86%', '+13.66%', '+13.09%', '+3.40%', '+9.94%', '+9.38%', '+25.17%']..., số giá trị độc nhất: 7 W22_TRUNG VỊ: ['+0.71%', '+11.83%', '+12.67%', '+3.23%', '+9.47%', '+9.20%', '+24.69%']..., số giá trị độc nhất: 7 W23_2010: ['0.96%', '31.14%', '12.88%', '2.28%', '10.23%', '7.34%', '16.11%']..., số giá trị độc nhất: 7 W23_2011: ['0.38%', '16.33%', '9.28%', '2.75%', '7.76%', '13.65%', '29.26%']..., số giá trị độc nhất: 7 W23_2012: ['0.13%', '14.18%', '13.05%', '2.13%', '8.41%', '8.61%', '31.26%']..., số giá trị độc nhất: 7 W23_2013: ['0.40%', '11.49%', '11.93%', '5.25%', '11.65%', '7.54%', '20.54%']..., số giá trị độc nhất: 7 W23_2014: ['2.71%', '11.72%', '10.67%', '2.80%', '8.60%', '7.72%', '24.43%']..., số giá trị độc nhất: 7 W23_2015: ['2.62%', '19.64%', '8.20%', '6.72%', '14.38%', '7.34%', '21.07%']..., số giá trị độc nhất: 7 W23_2016: ['0.90%', '10.36%', '22.40%', '4.58%', '16.74%', '12.70%', '11.21%']..., số giá trị độc nhất: 7 W23_2017: ['1.71%', '20.70%', '16.94%', '1.05%', '11.73%', '10.78%', '19.25%']..., số giá trị độc nhất: 7 W23_2018: ['0.90%', '8.22%', '12.81%', '1.95%', '7.12%', '9.08%', '35.71%']..., số giá trị độc nhất: 7 W23_2019: ['0.30%', '20.40%', '14.40%', '5.81%', '9.87%', '8.68%', '15.63%']..., số giá trị độc nhất: 7 W23_2020: ['0.71%', '10.55%', '13.98%', '3.90%', '8.22%', '12.84%', '25.60%']..., số giá trị độc nhất: 7 W23_2021: ['0.78%', '4.82%', '12.57%', '4.81%', '4.67%', '4.32%', '50.01%']..., số giá trị độc nhất: 7 W23_2022: ['0.33%', '11.67%', '15.76%', '7.41%', '9.40%', '8.29%', '21.34%']..., số giá trị độc nhất: 7 W23_2023: ['0.54%', '10.30%', '13.89%', '3.13%', '8.17%', '7.30%', '32.59%']..., số giá trị độc nhất: 7 W23_2024: ['0.28%', '12.17%', '14.15%', '3.02%', '8.99%', '8.88%', '27.37%']..., số giá trị độc nhất: 7 W23_TRUNG BÌNH: ['+0.91%', '+14.25%', '+13.53%', '+3.84%', '+9.73%', '+9.00%', '+25.43%']..., số giá trị độc nhất: 7 W23_TRUNG VỊ: ['+0.71%', '+11.72%', '+13.05%', '+3.13%', '+8.99%', '+8.61%', '+24.43%']..., số giá trị độc nhất: 7 W24_2010: ['1.07%', '27.67%', '13.22%', '1.86%', '11.02%', '8.31%', '15.14%']..., số giá trị độc nhất: 7 W24_2011: ['0.45%', '20.60%', '8.91%', '2.30%', '8.30%', '10.03%', '27.87%']..., số giá trị độc nhất: 7 W24_2012: ['0.08%', '17.95%', '10.97%', '1.81%', '7.47%', '7.20%', '34.02%']..., số giá trị độc nhất: 7 W24_2013: ['0.37%', '11.38%', '12.19%', '6.93%', '11.22%', '10.04%', '17.96%']..., số giá trị độc nhất: 7 W24_2014: ['2.59%', '11.01%', '10.76%', '3.95%', '11.06%', '8.51%', '24.92%']..., số giá trị độc nhất: 7 W24_2015: ['3.41%', '20.38%', '8.86%', '7.02%', '14.59%', '6.61%', '15.00%']..., số giá trị độc nhất: 7 W24_2016: ['1.21%', '10.76%', '18.67%', '5.53%', '18.78%', '13.24%', '12.42%']..., số giá trị độc nhất: 7 W24_2017: ['1.76%', '18.41%', '15.17%', '1.88%', '11.10%', '13.41%', '17.63%']..., số giá trị độc nhất: 7 W24_2018: ['0.42%', '10.33%', '12.75%', '1.60%', '7.90%', '10.47%', '30.25%']..., số giá trị độc nhất: 7 W24_2019: ['0.51%', '21.08%', '11.85%', '3.66%', '10.64%', '8.85%', '16.08%']..., số giá trị độc nhất: 7 W24_2020: ['0.74%', '11.45%', '14.60%', '3.54%', '10.65%', '10.29%', '23.05%']..., số giá trị độc nhất: 7 W24_2021: ['0.68%', '5.01%', '11.94%', '4.95%', '4.82%', '4.68%', '48.50%']..., số giá trị độc nhất: 7 W24_2022: ['0.32%', '11.57%', '15.73%', '9.02%', '10.01%', '8.97%', '19.22%']..., số giá trị độc nhất: 7 W24_2023: ['0.73%', '9.95%', '13.07%', '3.34%', '7.71%', '8.07%', '32.83%']..., số giá trị độc nhất: 7 W24_2024: ['0.36%', '12.31%', '11.87%', '2.74%', '8.23%', '8.50%', '32.50%']..., số giá trị độc nhất: 7 W24_TRUNG BÌNH: ['+0.98%', '+14.66%', '+12.70%', '+4.01%', '+10.23%', '+9.15%', '+24.49%']..., số giá trị độc nhất: 7 W24_TRUNG VỊ: ['+0.68%', '+11.57%', '+12.19%', '+3.54%', '+10.64%', '+8.85%', '+23.05%']..., số giá trị độc nhất: 7 W25_2010: ['0.72%', '30.78%', '14.92%', '2.01%', '9.54%', '7.84%', '15.00%']..., số giá trị độc nhất: 7 W25_2011: ['0.28%', '19.24%', '7.95%', '2.73%', '9.64%', '8.75%', '28.13%']..., số giá trị độc nhất: 7 W25_2012: ['0.13%', '15.34%', '10.62%', '1.85%', '9.95%', '7.63%', '31.85%']..., số giá trị độc nhất: 7 W25_2013: ['0.41%', '11.61%', '11.40%', '7.12%', '11.43%', '9.14%', '18.68%']..., số giá trị độc nhất: 7 W25_2014: ['2.59%', '11.41%', '13.07%', '4.89%', '11.19%', '8.51%', '24.54%']..., số giá trị độc nhất: 7 W25_2015: ['3.30%', '13.53%', '8.58%', '4.57%', '15.91%', '6.95%', '23.12%']..., số giá trị độc nhất: 7 W25_2016: ['1.41%', '10.44%', '21.00%', '5.04%', '20.39%', '14.67%', '9.12%']..., số giá trị độc nhất: 7 W25_2017: ['3.26%', '16.79%', '12.85%', '1.32%', '12.41%', '11.94%', '20.03%']..., số giá trị độc nhất: 7 W25_2018: ['0.73%', '8.34%', '14.12%', '2.58%', '7.78%', '10.13%', '31.76%']..., số giá trị độc nhất: 7 W25_2019: ['0.28%', '20.80%', '10.85%', '4.05%', '8.49%', '10.30%', '17.71%']..., số giá trị độc nhất: 7 W25_2020: ['1.03%', '9.73%', '13.78%', '2.26%', '10.31%', '12.59%', '22.80%']..., số giá trị độc nhất: 7 W25_2021: ['1.01%', '5.97%', '12.99%', '4.54%', '5.70%', '6.09%', '41.73%']..., số giá trị độc nhất: 7 W25_2022: ['0.33%', '9.82%', '15.80%', '8.05%', '9.93%', '8.50%', '22.07%']..., số giá trị độc nhất: 7 W25_2023: ['0.58%', '11.88%', '13.21%', '4.18%', '7.21%', '8.00%', '30.03%']..., số giá trị độc nhất: 7 W25_2024: ['0.54%', '11.22%', '14.93%', '2.86%', '8.90%', '8.13%', '29.15%']..., số giá trị độc nhất: 7 W25_TRUNG BÌNH: ['+1.11%', '+13.79%', '+13.07%', '+3.87%', '+10.58%', '+9.28%', '+24.38%']..., số giá trị độc nhất: 7 W25_TRUNG VỊ: ['+0.72%', '+11.61%', '+13.07%', '+4.05%', '+9.93%', '+8.51%', '+23.12%']..., số giá trị độc nhất: 7 W26_2010: ['1.26%', '30.08%', '13.32%', '1.31%', '11.98%', '7.22%', '14.55%']..., số giá trị độc nhất: 7 W26_2011: ['1.05%', '18.90%', '7.42%', '1.77%', '10.20%', '10.47%', '28.72%']..., số giá trị độc nhất: 7 W26_2012: ['0.15%', '14.16%', '10.85%', '2.28%', '9.95%', '7.21%', '31.82%']..., số giá trị độc nhất: 7 W26_2013: ['0.40%', '10.02%', '10.94%', '5.39%', '9.10%', '9.85%', '23.58%']..., số giá trị độc nhất: 7 W26_2014: ['2.02%', '11.33%', '10.03%', '8.26%', '11.94%', '8.29%', '19.04%']..., số giá trị độc nhất: 7 W26_2015: ['2.70%', '10.08%', '8.47%', '4.68%', '13.80%', '9.54%', '24.29%']..., số giá trị độc nhất: 7 W26_2016: ['1.60%', '12.97%', '20.00%', '4.64%', '19.08%', '15.45%', '7.48%']..., số giá trị độc nhất: 7 W26_2017: ['1.82%', '18.48%', '14.52%', '1.34%', '15.04%', '12.76%', '13.19%']..., số giá trị độc nhất: 7 W26_2018: ['0.74%', '8.30%', '12.50%', '3.16%', '9.00%', '11.61%', '29.19%']..., số giá trị độc nhất: 7 W26_2019: ['0.29%', '21.82%', '9.31%', '4.85%', '10.36%', '9.48%', '17.79%']..., số giá trị độc nhất: 7 W26_2020: ['0.83%', '11.07%', '18.36%', '2.09%', '10.02%', '10.92%', '19.05%']..., số giá trị độc nhất: 7 W26_2021: ['1.05%', '6.37%', '12.92%', '4.28%', '5.98%', '6.49%', '40.42%']..., số giá trị độc nhất: 7 W26_2022: ['0.28%', '9.79%', '14.92%', '7.96%', '9.82%', '8.97%', '21.48%']..., số giá trị độc nhất: 7 W26_2023: ['0.47%', '11.32%', '13.70%', '3.01%', '8.26%', '8.89%', '28.98%']..., số giá trị độc nhất: 7 W26_2024: ['0.45%', '11.33%', '14.44%', '2.86%', '9.37%', '7.65%', '28.14%']..., số giá trị độc nhất: 7 W26_TRUNG BÌNH: ['+1.01%', '+13.73%', '+12.78%', '+3.86%', '+10.93%', '+9.65%', '+23.18%']..., số giá trị độc nhất: 7 W26_TRUNG VỊ: ['+0.83%', '+11.33%', '+12.92%', '+3.16%', '+10.02%', '+9.48%', '+23.58%']..., số giá trị độc nhất: 7 W27_2010: ['1.09%', '30.63%', '14.30%', '1.74%', '11.43%', '6.53%', '13.29%']..., số giá trị độc nhất: 7 W27_2011: ['1.21%', '16.95%', '8.40%', '2.51%', '10.68%', '9.59%', '28.87%']..., số giá trị độc nhất: 7 W27_2012: ['0.16%', '15.51%', '10.98%', '2.03%', '10.09%', '6.49%', '33.72%']..., số giá trị độc nhất: 7 W27_2013: ['0.43%', '8.79%', '11.17%', '4.05%', '9.93%', '12.39%', '14.83%']..., số giá trị độc nhất: 7 W27_2014: ['1.34%', '11.78%', '12.14%', '5.13%', '11.75%', '7.48%', '19.41%']..., số giá trị độc nhất: 7 W27_2015: ['2.45%', '11.52%', '10.18%', '4.45%', '14.36%', '9.94%', '25.25%']..., số giá trị độc nhất: 7 W27_2016: ['1.99%', '13.73%', '22.65%', '2.89%', '17.38%', '16.74%', '6.37%']..., số giá trị độc nhất: 7 W27_2017: ['1.49%', '15.98%', '16.65%', '1.53%', '12.59%', '9.54%', '19.28%']..., số giá trị độc nhất: 7 W27_2018: ['1.23%', '6.86%', '11.93%', '2.33%', '7.34%', '11.04%', '35.25%']..., số giá trị độc nhất: 7 W27_2019: ['0.35%', '18.77%', '11.52%', '3.45%', '13.16%', '8.84%', '16.66%']..., số giá trị độc nhất: 7 W27_2020: ['0.78%', '10.36%', '19.65%', '1.87%', '11.00%', '12.47%', '18.30%']..., số giá trị độc nhất: 7 W27_2021: ['0.79%', '5.24%', '13.76%', '3.86%', '5.16%', '4.93%', '45.88%']..., số giá trị độc nhất: 7 W27_2022: ['0.28%', '9.52%', '13.40%', '5.33%', '9.72%', '9.65%', '26.87%']..., số giá trị độc nhất: 7 W27_2023: ['0.39%', '10.67%', '14.74%', '3.46%', '8.08%', '9.84%', '32.57%']..., số giá trị độc nhất: 7 W27_2024: ['0.53%', '10.60%', '12.50%', '2.35%', '12.72%', '7.00%', '27.00%']..., số giá trị độc nhất: 7 W27_TRUNG BÌNH: ['+0.97%', '+13.13%', '+13.60%', '+3.13%', '+11.03%', '+9.50%', '+24.24%']..., số giá trị độc nhất: 7 W27_TRUNG VỊ: ['+0.79%', '+11.52%', '+12.50%', '+2.89%', '+11.00%', '+9.59%', '+25.25%']..., số giá trị độc nhất: 7 W28_2010: ['1.23%', '30.37%', '14.21%', '1.79%', '11.28%', '7.24%', '14.75%']..., số giá trị độc nhất: 7 W28_2011: ['0.66%', '16.60%', '9.11%', '2.35%', '7.67%', '10.40%', '33.86%']..., số giá trị độc nhất: 7 W28_2012: ['0.25%', '14.63%', '11.44%', '1.65%', '10.37%', '7.33%', '34.78%']..., số giá trị độc nhất: 7 W28_2013: ['0.55%', '8.35%', '11.44%', '3.07%', '9.27%', '13.26%', '13.81%']..., số giá trị độc nhất: 7 W28_2014: ['1.63%', '11.99%', '12.49%', '5.25%', '10.45%', '8.86%', '16.47%']..., số giá trị độc nhất: 7 W28_2015: ['1.88%', '12.71%', '7.62%', '6.29%', '14.37%', '9.83%', '27.70%']..., số giá trị độc nhất: 7 W28_2016: ['2.37%', '14.81%', '23.45%', '2.54%', '16.05%', '11.80%', '10.65%']..., số giá trị độc nhất: 7 W28_2017: ['2.40%', '17.35%', '16.23%', '1.25%', '10.25%', '11.80%']..., số giá trị độc nhất: 6 W28_2018: ['0.88%', '8.89%', '12.54%', '2.37%', '6.69%', '11.60%', '35.64%']..., số giá trị độc nhất: 7 W28_2019: ['0.34%', '20.13%', '13.66%', '4.67%', '12.58%', '8.44%', '16.89%']..., số giá trị độc nhất: 7 W28_2020: ['0.65%', '8.09%', '19.64%', '1.86%', '8.88%', '13.13%', '22.30%']..., số giá trị độc nhất: 7 W28_2021: ['0.80%', '4.66%', '13.43%', '3.04%', '5.93%', '4.70%', '48.65%']..., số giá trị độc nhất: 7 W28_2022: ['0.24%', '9.26%', '12.93%', '5.32%', '8.13%', '10.37%', '30.82%']..., số giá trị độc nhất: 7 W28_2023: ['0.44%', '10.81%', '12.67%', '2.85%', '8.83%', '9.06%', '32.46%']..., số giá trị độc nhất: 7 W28_2024: ['0.46%', '10.85%', '16.06%', '2.70%', '10.99%', '9.11%', '24.16%']..., số giá trị độc nhất: 7 W28_TRUNG BÌNH: ['+0.98%', '+13.30%', '+13.80%', '+3.13%', '+10.12%', '+9.80%', '+25.28%']..., số giá trị độc nhất: 7 W28_TRUNG VỊ: ['+0.66%', '+11.99%', '+12.93%', '+2.70%', '+10.25%', '+9.83%', '+24.16%']..., số giá trị độc nhất: 7 W29_2010: ['1.62%', '29.48%', '12.19%', '1.52%', '11.87%', '7.54%', '18.25%']..., số giá trị độc nhất: 7 W29_2011: ['0.77%', '14.49%', '10.35%', '2.41%', '8.03%', '10.40%', '31.75%']..., số giá trị độc nhất: 7 W29_2012: ['0.12%', '14.33%', '12.79%', '2.15%', '10.13%', '6.72%', '33.03%']..., số giá trị độc nhất: 7 W29_2013: ['0.41%', '7.12%', '11.30%', '2.29%', '11.78%', '13.33%', '10.40%']..., số giá trị độc nhất: 7 W29_2014: ['1.79%', '11.24%', '12.50%', '8.13%', '11.19%', '7.27%', '13.92%']..., số giá trị độc nhất: 7 W29_2015: ['2.10%', '15.14%', '9.66%', '4.06%', '13.01%', '9.86%', '28.68%']..., số giá trị độc nhất: 7 W29_2016: ['2.51%', '12.54%', '23.04%', '2.42%', '16.81%', '10.98%', '13.00%']..., số giá trị độc nhất: 7 W29_2017: ['2.35%', '17.46%', '18.02%', '1.42%', '11.64%', '12.68%', '14.27%']..., số giá trị độc nhất: 7 W29_2018: ['0.84%', '7.97%', '10.39%', '1.95%', '7.95%', '14.13%', '34.31%']..., số giá trị độc nhất: 7 W29_2019: ['0.25%', '16.46%', '11.48%', '4.14%', '11.89%', '9.46%', '21.11%']..., số giá trị độc nhất: 7 W29_2020: ['0.83%', '9.06%', '16.98%', '1.89%', '11.36%', '14.14%', '21.67%']..., số giá trị độc nhất: 7 W29_2021: ['0.52%', '5.20%', '14.59%', '3.06%', '5.61%', '5.11%', '46.28%']..., số giá trị độc nhất: 7 W29_2022: ['0.33%', '9.90%', '13.68%', '3.89%', '7.24%', '9.63%', '29.83%']..., số giá trị độc nhất: 7 W29_2023: ['0.64%', '10.85%', '11.49%', '2.52%', '8.22%', '7.79%', '31.20%']..., số giá trị độc nhất: 7 W29_2024: ['1.01%', '9.80%', '11.96%', '2.37%', '10.63%', '6.62%', '32.14%']..., số giá trị độc nhất: 7 W29_TRUNG BÌNH: ['+1.07%', '+12.74%', '+13.36%', '+2.95%', '+10.49%', '+9.71%', '+25.32%']..., số giá trị độc nhất: 7 W29_TRUNG VỊ: ['+0.83%', '+11.24%', '+12.19%', '+2.41%', '+11.19%', '+9.63%', '+28.68%']..., số giá trị độc nhất: 7 W2_2010: ['0.92%', '24.07%', '11.25%', '1.35%', '8.41%', '10.18%', '21.27%']..., số giá trị độc nhất: 7 W2_2011: ['0.82%', '21.78%', '11.37%', '2.09%', '10.47%', '7.84%', '24.51%']..., số giá trị độc nhất: 7 W2_2012: ['0.81%', '10.80%', '8.31%', '1.55%', '8.76%', '10.13%', '43.04%']..., số giá trị độc nhất: 7 W2_2013: ['0.21%', '11.28%', '12.27%', '3.75%', '8.58%', '9.26%', '32.56%']..., số giá trị độc nhất: 7 W2_2014: ['2.19%', '12.92%', '8.53%', '5.48%', '13.79%', '5.14%', '20.15%']..., số giá trị độc nhất: 7 W2_2015: ['1.95%', '13.09%', '11.97%', '6.40%', '11.32%', '13.28%', '17.39%']..., số giá trị độc nhất: 7 W2_2016: ['1.04%', '13.56%', '11.21%', '2.80%', '16.28%', '16.26%', '12.92%']..., số giá trị độc nhất: 7 W2_2017: ['1.14%', '22.03%', '17.56%', '2.01%', '8.63%', '15.12%', '13.91%']..., số giá trị độc nhất: 7 W2_2018: ['1.34%', '12.94%', '10.66%', '4.17%', '8.72%', '9.91%', '32.04%']..., số giá trị độc nhất: 7 W2_2019: ['0.65%', '19.72%', '8.95%', '4.49%', '9.08%', '11.09%', '24.75%']..., số giá trị độc nhất: 7 W2_2020: ['1.20%', '12.32%', '10.89%', '5.00%', '10.87%', '7.31%', '27.71%']..., số giá trị độc nhất: 7 W2_2021: ['1.38%', '8.49%', '11.60%', '3.21%', '6.18%', '9.90%', '33.45%']..., số giá trị độc nhất: 7 W2_2022: ['0.88%', '14.09%', '10.66%', '2.39%', '11.22%', '7.07%', '23.38%']..., số giá trị độc nhất: 7 W2_2023: ['0.18%', '9.35%', '13.77%', '4.09%', '6.70%', '8.34%', '36.29%']..., số giá trị độc nhất: 7 W2_2024: ['0.21%', '10.30%', '10.69%', '2.46%', '6.70%', '6.36%', '40.49%']..., số giá trị độc nhất: 7 W2_2025: ['0.68%', '9.92%', '11.92%', '1.77%', '7.40%', '8.73%', '34.44%']..., số giá trị độc nhất: 7 W2_TRUNG BÌNH: ['+0.97%', '+14.17%', '+11.35%', '+3.31%', '+9.57%', '+9.75%', '+27.39%']..., số giá trị độc nhất: 7 W2_TRUNG VỊ: ['+0.90%', '+12.93%', '+11.23%', '+3.01%', '+8.74%', '+9.58%', '+26.23%']..., số giá trị độc nhất: 7 W30_2010: ['1.23%', '30.40%', '12.36%', '1.38%', '13.09%', '8.87%', '15.07%']..., số giá trị độc nhất: 7 W30_2011: ['0.95%', '15.54%', '10.63%', '1.96%', '7.45%', '8.89%', '32.94%']..., số giá trị độc nhất: 7 W30_2012: ['0.26%', '15.88%', '15.08%', '2.05%', '9.42%', '5.71%', '31.60%']..., số giá trị độc nhất: 7 W30_2013: ['1.41%', '6.42%', '11.24%', '2.89%', '10.24%', '10.89%', '12.62%']..., số giá trị độc nhất: 7 W30_2014: ['1.87%', '10.85%', '11.83%', '8.47%', '11.32%', '9.62%', '13.10%']..., số giá trị độc nhất: 7 W30_2015: ['1.68%', '10.83%', '13.70%', '3.42%', '12.96%', '11.01%', '27.77%']..., số giá trị độc nhất: 7 W30_2016: ['2.08%', '11.89%', '24.39%', '2.56%', '13.34%', '15.99%', '11.22%']..., số giá trị độc nhất: 7 W30_2017: ['2.24%', '17.04%', '13.95%', '1.39%', '12.57%', '11.98%', '16.57%']..., số giá trị độc nhất: 7 W30_2018: ['0.67%', '8.02%', '12.27%', '4.08%', '9.01%', '15.52%', '28.20%']..., số giá trị độc nhất: 7 W30_2019: ['0.37%', '18.46%', '13.43%', '3.54%', '12.00%', '7.72%', '19.34%']..., số giá trị độc nhất: 7 W30_2020: ['0.77%', '9.04%', '17.66%', '1.98%', '8.55%', '14.78%', '20.79%']..., số giá trị độc nhất: 7 W30_2021: ['0.79%', '5.18%', '15.23%', '2.99%', '5.91%', '5.37%', '41.44%']..., số giá trị độc nhất: 7 W30_2022: ['0.56%', '9.80%', '13.44%', '4.33%', '8.78%', '10.44%', '28.41%']..., số giá trị độc nhất: 7 W30_2023: ['0.65%', '12.57%', '11.28%', '2.64%', '7.80%', '7.86%', '26.97%']..., số giá trị độc nhất: 7 W30_2024: ['0.57%', '8.98%', '12.28%', '2.40%', '10.01%', '7.14%', '34.98%']..., số giá trị độc nhất: 7 W30_TRUNG BÌNH: ['+1.07%', '+12.73%', '+13.92%', '+3.07%', '+10.16%', '+10.12%', '+24.07%']..., số giá trị độc nhất: 7 W30_TRUNG VỊ: ['+0.79%', '+10.85%', '+13.43%', '+2.64%', '+10.01%', '+9.62%', '+26.97%']..., số giá trị độc nhất: 7 W31_2010: ['1.77%', '28.67%', '12.22%', '1.18%', '11.46%', '8.75%', '14.33%']..., số giá trị độc nhất: 7 W31_2011: ['0.59%', '14.09%', '11.39%', '3.36%', '7.00%', '9.72%', '26.94%']..., số giá trị độc nhất: 7 W31_2012: ['0.63%', '12.56%', '14.41%', '1.67%', '7.89%', '6.99%', '33.81%']..., số giá trị độc nhất: 7 W31_2013: ['3.70%', '9.33%', '13.01%', '3.12%', '9.89%', '14.10%', '13.85%']..., số giá trị độc nhất: 7 W31_2014: ['1.82%', '10.64%', '10.92%', '8.95%', '10.86%', '8.81%', '14.54%']..., số giá trị độc nhất: 7 W31_2015: ['1.92%', '10.76%', '12.65%', '2.65%', '11.33%', '17.29%', '21.43%']..., số giá trị độc nhất: 7 W31_2016: ['2.21%', '11.22%', '26.26%', '2.07%', '15.29%', '16.88%', '7.31%']..., số giá trị độc nhất: 7 W31_2017: ['2.29%', '15.51%', '15.00%', '3.20%', '9.09%', '13.00%', '18.25%']..., số giá trị độc nhất: 7 W31_2018: ['0.72%', '9.43%', '10.44%', '5.10%', '9.81%', '14.49%', '26.20%']..., số giá trị độc nhất: 7 W31_2019: ['0.45%', '19.16%', '13.03%', '3.25%', '11.67%', '8.40%', '15.91%']..., số giá trị độc nhất: 7 W31_2020: ['0.78%', '7.90%', '17.59%', '1.97%', '8.93%', '14.32%', '21.98%']..., số giá trị độc nhất: 7 W31_2021: ['0.63%', '5.96%', '14.97%', '2.86%', '6.45%', '6.34%', '38.17%']..., số giá trị độc nhất: 7 W31_2022: ['0.42%', '10.33%', '14.24%', '3.76%', '8.10%', '9.39%', '29.22%']..., số giá trị độc nhất: 7 W31_2023: ['0.47%', '12.22%', '11.62%', '2.95%', '8.14%', '7.51%', '27.66%']..., số giá trị độc nhất: 7 W31_2024: ['0.44%', '9.19%', '12.99%', '2.66%', '10.20%', '11.00%', '29.16%']..., số giá trị độc nhất: 7 W31_TRUNG BÌNH: ['+1.26%', '+12.47%', '+14.05%', '+3.25%', '+9.74%', '+11.13%', '+22.58%']..., số giá trị độc nhất: 7 W31_TRUNG VỊ: ['+0.72%', '+10.76%', '+13.01%', '+2.95%', '+9.81%', '+9.72%', '+21.98%']..., số giá trị độc nhất: 7 W32_2010: ['1.49%', '28.45%', '12.27%', '1.41%', '13.46%', '10.06%', '12.46%']..., số giá trị độc nhất: 7 W32_2011: ['0.78%', '14.76%', '9.03%', '2.39%', '6.78%', '7.90%', '38.17%']..., số giá trị độc nhất: 7 W32_2012: ['0.39%', '12.53%', '16.19%', '1.58%', '8.73%', '8.05%', '33.21%']..., số giá trị độc nhất: 7 W32_2013: ['3.83%', '8.65%', '15.81%', '4.36%', '9.81%', '13.40%']..., số giá trị độc nhất: 6 W32_2014: ['1.60%', '10.85%', '9.22%', '8.64%', '12.43%', '11.63%', '12.06%']..., số giá trị độc nhất: 7 W32_2015: ['2.51%', '10.84%', '12.32%', '2.27%', '12.05%', '16.87%', '23.65%']..., số giá trị độc nhất: 7 W32_2016: ['1.77%', '13.52%', '23.60%', '2.26%', '12.96%', '18.69%', '8.39%']..., số giá trị độc nhất: 7 W32_2017: ['2.69%', '16.04%', '12.31%', '2.63%', '14.42%', '12.01%', '16.78%']..., số giá trị độc nhất: 7 W32_2018: ['1.18%', '8.76%', '8.32%', '6.27%', '9.17%', '15.13%', '29.21%']..., số giá trị độc nhất: 7 W32_2019: ['0.38%', '20.68%', '11.31%', '3.49%', '11.44%', '7.86%', '14.62%']..., số giá trị độc nhất: 7 W32_2020: ['0.92%', '8.67%', '20.85%', '2.49%', '9.29%', '14.51%', '18.76%']..., số giá trị độc nhất: 7 W32_2021: ['0.90%', '6.49%', '14.83%', '2.93%', '6.18%', '5.30%', '38.55%']..., số giá trị độc nhất: 7 W32_2022: ['0.48%', '9.63%', '14.87%', '3.83%', '7.69%', '9.24%', '30.77%']..., số giá trị độc nhất: 7 W32_2023: ['0.47%', '10.94%', '10.87%', '3.03%', '7.90%', '8.46%', '28.59%']..., số giá trị độc nhất: 7 W32_2024: ['0.32%', '8.10%', '11.89%', '2.99%', '9.32%', '10.87%', '31.13%']..., số giá trị độc nhất: 7 W32_TRUNG BÌNH: ['+1.31%', '+12.59%', '+13.58%', '+3.37%', '+10.11%', '+11.33%', '+23.32%']..., số giá trị độc nhất: 7 W32_TRUNG VỊ: ['+0.92%', '+10.85%', '+12.31%', '+2.93%', '+9.32%', '+10.87%', '+23.65%']..., số giá trị độc nhất: 7 W33_2010: ['1.35%', '29.89%', '11.46%', '1.68%', '10.73%', '9.82%', '14.46%']..., số giá trị độc nhất: 7 W33_2011: ['0.94%', '15.55%', '10.60%', '2.13%', '6.52%', '8.40%', '34.28%']..., số giá trị độc nhất: 7 W33_2012: ['0.50%', '9.92%', '13.73%', '2.51%', '5.97%', '6.97%', '38.74%']..., số giá trị độc nhất: 7 W33_2013: ['3.25%', '9.59%', '14.82%', '4.05%', '8.73%', '12.50%', '13.71%']..., số giá trị độc nhất: 7 W33_2014: ['1.50%', '11.68%', '9.27%', '8.61%', '13.38%', '11.90%', '10.61%']..., số giá trị độc nhất: 7 W33_2015: ['1.94%', '10.97%', '12.23%', '2.79%', '11.81%', '15.69%', '23.51%']..., số giá trị độc nhất: 7 W33_2016: ['1.33%', '14.52%', '20.61%', '3.05%', '11.49%', '21.67%', '6.37%']..., số giá trị độc nhất: 7 W33_2017: ['2.39%', '14.35%', '15.55%', '2.11%', '11.20%', '10.20%', '23.51%']..., số giá trị độc nhất: 7 W33_2018: ['0.70%', '9.65%', '9.47%', '5.84%', '10.50%', '10.34%', '34.72%']..., số giá trị độc nhất: 7 W33_2019: ['0.32%', '20.40%', '12.14%', '2.41%', '11.56%', '7.67%', '16.62%']..., số giá trị độc nhất: 7 W33_2020: ['0.87%', '8.20%', '18.02%', '2.32%', '8.75%', '13.79%', '21.32%']..., số giá trị độc nhất: 7 W33_2021: ['0.96%', '8.82%', '14.70%', '3.83%', '6.95%', '6.33%', '33.89%']..., số giá trị độc nhất: 7 W33_2022: ['0.49%', '10.31%', '15.67%', '4.33%', '8.59%', '9.33%', '27.23%']..., số giá trị độc nhất: 7 W33_2023: ['0.38%', '10.20%', '10.81%', '2.47%', '7.34%', '6.30%', '29.99%']..., số giá trị độc nhất: 7 W33_2024: ['0.37%', '7.65%', '13.50%', '2.97%', '11.77%', '9.81%', '27.70%']..., số giá trị độc nhất: 7 W33_TRUNG BÌNH: ['+1.15%', '+12.78%', '+13.50%', '+3.41%', '+9.69%', '+10.71%', '+23.78%']..., số giá trị độc nhất: 7 W33_TRUNG VỊ: ['+0.94%', '+10.31%', '+13.50%', '+2.79%', '+10.50%', '+9.82%', '+23.51%']..., số giá trị độc nhất: 7 W34_2010: ['2.32%', '28.83%', '11.36%', '2.39%', '10.89%', '9.15%', '14.71%']..., số giá trị độc nhất: 7 W34_2011: ['0.94%', '17.91%', '8.31%', '1.63%', '7.70%', '7.54%', '38.23%']..., số giá trị độc nhất: 7 W34_2012: ['0.30%', '10.86%', '14.69%', '3.42%', '8.92%', '8.15%', '33.61%']..., số giá trị độc nhất: 7 W34_2013: ['2.23%', '8.24%', '14.02%', '3.43%', '10.18%', '16.10%', '16.24%']..., số giá trị độc nhất: 7 W34_2014: ['1.17%', '12.17%', '9.52%', '8.42%', '12.50%', '9.05%', '14.50%']..., số giá trị độc nhất: 7 W34_2015: ['1.92%', '15.04%', '10.35%', '3.93%', '10.78%', '11.22%', '23.52%']..., số giá trị độc nhất: 7 W34_2016: ['2.17%', '15.38%', '19.12%', '3.39%', '13.49%', '22.16%', '6.04%']..., số giá trị độc nhất: 7 W34_2017: ['3.06%', '16.42%', '13.63%', '1.46%', '12.51%', '9.13%', '14.55%']..., số giá trị độc nhất: 7 W34_2018: ['1.01%', '10.18%', '8.70%', '4.02%', '11.35%', '11.41%', '29.40%']..., số giá trị độc nhất: 7 W34_2019: ['0.28%', '22.17%', '9.09%', '4.21%', '11.02%', '7.44%', '17.53%']..., số giá trị độc nhất: 7 W34_2020: ['1.36%', '8.16%', '18.93%', '2.08%', '9.35%', '11.93%', '23.46%']..., số giá trị độc nhất: 7 W34_2021: ['1.88%', '7.42%', '14.83%', '2.45%', '6.45%', '5.42%', '36.30%']..., số giá trị độc nhất: 7 W34_2022: ['0.33%', '10.13%', '15.02%', '4.22%', '8.35%', '9.41%', '28.12%']..., số giá trị độc nhất: 7 W34_2023: ['0.37%', '9.12%', '10.03%', '1.66%', '6.68%', '6.28%', '33.86%']..., số giá trị độc nhất: 7 W34_2024: ['0.39%', '7.72%', '13.05%', '2.85%', '9.67%', '7.79%', '31.67%']..., số giá trị độc nhất: 7 W34_TRUNG BÌNH: ['+1.32%', '+13.32%', '+12.71%', '+3.30%', '+9.99%', '+10.15%', '+24.12%']..., số giá trị độc nhất: 7 W34_TRUNG VỊ: ['+1.17%', '+10.86%', '+13.05%', '+3.39%', '+10.18%', '+9.13%', '+23.52%']..., số giá trị độc nhất: 7 W35_2010: ['1.95%', '28.74%', '12.98%', '2.16%', '9.48%', '8.47%', '14.31%']..., số giá trị độc nhất: 7 W35_2011: ['0.76%', '18.11%', '8.63%', '1.62%', '7.81%', '5.87%', '35.70%']..., số giá trị độc nhất: 7 W35_2012: ['0.28%', '8.98%', '13.37%', '3.11%', '7.43%', '8.09%', '35.33%']..., số giá trị độc nhất: 7 W35_2013: ['2.02%', '7.70%', '11.83%', '3.90%', '9.96%', '18.06%', '18.37%']..., số giá trị độc nhất: 7 W35_2014: ['1.67%', '12.88%', '10.61%', '7.96%', '10.85%', '9.19%', '14.33%']..., số giá trị độc nhất: 7 W35_2015: ['2.60%', '15.98%', '9.49%', '4.87%', '10.95%', '10.44%', '23.24%']..., số giá trị độc nhất: 7 W35_2016: ['1.86%', '13.66%', '21.87%', '3.31%', '15.09%', '17.55%', '6.57%']..., số giá trị độc nhất: 7 W35_2017: ['3.05%', '20.85%', '12.97%', '1.57%', '11.64%', '7.66%', '14.35%']..., số giá trị độc nhất: 7 W35_2018: ['1.00%', '11.20%', '12.06%', '4.45%', '9.22%', '10.95%', '30.41%']..., số giá trị độc nhất: 7 W35_2019: ['0.82%', '20.61%', '9.76%', '4.25%', '10.44%', '8.13%', '18.69%']..., số giá trị độc nhất: 7 W35_2020: ['0.99%', '8.09%', '16.12%', '2.89%', '11.23%', '11.87%', '22.68%']..., số giá trị độc nhất: 7 W35_2021: ['1.75%', '8.67%', '14.98%', '1.98%', '6.69%', '5.55%', '34.80%']..., số giá trị độc nhất: 7 W35_2022: ['0.37%', '9.07%', '13.27%', '5.40%', '10.38%', '9.85%', '26.57%']..., số giá trị độc nhất: 7 W35_2023: ['0.31%', '10.76%', '9.89%', '2.09%', '8.34%', '6.51%', '30.63%']..., số giá trị độc nhất: 7 W35_2024: ['0.35%', '6.31%', '10.95%', '2.07%', '9.47%', '7.94%', '35.13%']..., số giá trị độc nhất: 7 W35_TRUNG BÌNH: ['+1.32%', '+13.44%', '+12.59%', '+3.44%', '+9.93%', '+9.74%', '+24.08%']..., số giá trị độc nhất: 7 W35_TRUNG VỊ: ['+1.00%', '+11.20%', '+12.06%', '+3.11%', '+9.96%', '+8.47%', '+23.24%']..., số giá trị độc nhất: 7 W36_2010: ['1.01%', '27.41%', '14.32%', '1.61%', '7.66%', '8.44%', '16.66%']..., số giá trị độc nhất: 7 W36_2011: ['0.49%', '18.71%', '8.99%', '1.76%', '7.81%', '6.64%', '35.41%']..., số giá trị độc nhất: 7 W36_2012: ['0.37%', '10.05%', '19.17%', '3.12%', '6.15%', '11.19%', '29.92%']..., số giá trị độc nhất: 7 W36_2013: ['2.14%', '9.59%', '9.67%', '2.46%', '10.09%', '17.18%', '16.92%']..., số giá trị độc nhất: 7 W36_2014: ['1.42%', '13.60%', '11.66%', '6.28%', '11.30%', '8.39%', '13.91%']..., số giá trị độc nhất: 7 W36_2015: ['1.93%', '10.12%', '10.32%', '5.42%', '12.39%', '10.23%', '23.65%']..., số giá trị độc nhất: 7 W36_2016: ['1.28%', '14.04%', '17.68%', '2.84%', '12.21%', '24.71%', '9.44%']..., số giá trị độc nhất: 7 W36_2017: ['2.45%', '24.61%', '16.92%', '1.64%', '9.20%', '7.79%', '13.02%']..., số giá trị độc nhất: 7 W36_2018: ['1.11%', '9.80%', '10.85%', '5.19%', '11.06%', '14.53%', '28.63%']..., số giá trị độc nhất: 7 W36_2019: ['0.43%', '23.98%', '10.60%', '2.81%', '9.20%', '7.06%', '17.15%']..., số giá trị độc nhất: 7 W36_2020: ['0.84%', '7.97%', '16.27%', '2.27%', '12.39%', '12.92%', '23.29%']..., số giá trị độc nhất: 7 W36_2021: ['1.78%', '11.09%', '18.02%', '2.24%', '7.22%', '8.12%', '23.92%']..., số giá trị độc nhất: 7 W36_2022: ['0.39%', '7.89%', '15.71%', '6.23%', '10.16%', '9.86%', '23.36%']..., số giá trị độc nhất: 7 W36_2023: ['0.34%', '11.28%', '12.35%', '2.68%', '7.87%', '6.53%', '28.74%']..., số giá trị độc nhất: 7 W36_2024: ['0.44%', '6.70%', '13.01%', '2.47%', '8.84%', '7.97%', '31.63%']..., số giá trị độc nhất: 7 W36_TRUNG BÌNH: ['+1.09%', '+13.79%', '+13.70%', '+3.27%', '+9.57%', '+10.77%', '+22.38%']..., số giá trị độc nhất: 7 W36_TRUNG VỊ: ['+1.01%', '+11.09%', '+13.01%', '+2.68%', '+9.20%', '+8.44%', '+23.36%']..., số giá trị độc nhất: 7 W37_2010: ['0.69%', '29.63%', '14.82%', '2.15%', '11.10%', '7.15%', '15.39%']..., số giá trị độc nhất: 7 W37_2011: ['0.70%', '18.08%', '9.97%', '1.79%', '8.24%', '8.38%', '32.33%']..., số giá trị độc nhất: 7 W37_2012: ['0.39%', '11.05%', '15.69%', '3.72%', '7.82%', '10.22%', '30.86%']..., số giá trị độc nhất: 7 W37_2013: ['2.06%', '10.89%', '15.06%', '3.09%', '9.88%', '8.70%', '19.18%']..., số giá trị độc nhất: 7 W37_2014: ['1.17%', '13.08%', '8.79%', '11.13%', '12.18%', '9.60%', '14.68%']..., số giá trị độc nhất: 7 W37_2015: ['1.65%', '13.74%', '10.71%', '3.02%', '10.77%', '9.73%', '27.06%']..., số giá trị độc nhất: 7 W37_2016: ['2.08%', '14.04%', '20.81%', '4.23%', '10.27%', '23.83%', '9.51%']..., số giá trị độc nhất: 7 W37_2017: ['2.10%', '23.07%', '15.32%', '1.35%', '11.97%', '10.26%', '13.37%']..., số giá trị độc nhất: 7 W37_2018: ['0.91%', '8.87%', '10.75%', '6.68%', '12.04%', '11.33%', '29.72%']..., số giá trị độc nhất: 7 W37_2019: ['0.97%', '21.91%', '9.30%', '3.61%', '11.10%', '6.91%', '17.82%']..., số giá trị độc nhất: 7 W37_2020: ['0.93%', '7.58%', '16.67%', '1.69%', '11.65%', '14.69%', '21.86%']..., số giá trị độc nhất: 7 W37_2021: ['1.76%', '10.64%', '19.34%', '1.94%', '7.14%', '6.25%', '27.70%']..., số giá trị độc nhất: 7 W37_2022: ['0.28%', '9.45%', '18.18%', '5.18%', '9.07%', '9.23%', '24.25%']..., số giá trị độc nhất: 7 W37_2023: ['0.23%', '11.63%', '11.42%', '3.15%', '7.84%', '5.60%', '31.16%']..., số giá trị độc nhất: 7 W37_2024: ['0.54%', '6.54%', '13.09%', '2.22%', '8.00%', '9.87%', '31.55%']..., số giá trị độc nhất: 7 W37_TRUNG BÌNH: ['+1.10%', '+14.01%', '+14.00%', '+3.66%', '+9.94%', '+10.12%', '+23.10%']..., số giá trị độc nhất: 7 W37_TRUNG VỊ: ['+0.93%', '+11.63%', '+14.82%', '+3.09%', '+10.27%', '+9.60%', '+24.25%']..., số giá trị độc nhất: 7 W38_2010: ['0.76%', '27.30%', '14.38%', '1.71%', '9.41%', '7.18%', '18.73%']..., số giá trị độc nhất: 7 W38_2011: ['0.33%', '18.64%', '11.17%', '1.70%', '8.02%', '8.87%', '25.48%']..., số giá trị độc nhất: 7 W38_2012: ['0.32%', '9.20%', '14.68%', '3.23%', '5.19%', '10.44%', '39.24%']..., số giá trị độc nhất: 7 W38_2013: ['1.83%', '12.01%', '10.07%', '3.70%', '12.00%', '5.93%', '25.56%']..., số giá trị độc nhất: 7 W38_2014: ['1.71%', '13.12%', '7.25%', '11.75%', '10.74%', '11.17%', '15.26%']..., số giá trị độc nhất: 7 W38_2015: ['1.42%', '11.42%', '10.11%', '3.72%', '10.61%', '12.37%', '22.46%']..., số giá trị độc nhất: 7 W38_2016: ['1.91%', '13.24%', '19.17%', '3.58%', '9.55%', '24.17%', '11.16%']..., số giá trị độc nhất: 7 W38_2017: ['2.72%', '18.47%', '15.54%', '2.45%', '13.58%', '7.75%', '16.88%']..., số giá trị độc nhất: 7 W38_2018: ['0.90%', '9.91%', '12.83%', '5.72%', '10.05%', '11.43%', '28.12%']..., số giá trị độc nhất: 7 W38_2019: ['0.38%', '23.90%', '8.34%', '3.67%', '7.78%', '9.26%', '20.41%']..., số giá trị độc nhất: 7 W38_2020: ['0.78%', '8.26%', '18.01%', '2.32%', '11.14%', '11.72%', '22.20%']..., số giá trị độc nhất: 7 W38_2021: ['1.51%', '11.84%', '18.45%', '3.35%', '8.18%', '7.08%', '22.93%']..., số giá trị độc nhất: 7 W38_2022: ['0.27%', '10.75%', '17.89%', '6.08%', '9.23%', '10.95%', '20.93%']..., số giá trị độc nhất: 7 W38_2023: ['0.19%', '11.34%', '12.70%', '2.70%', '8.46%', '5.97%', '34.29%']..., số giá trị độc nhất: 7 W38_2024: ['0.51%', '6.42%', '12.86%', '2.52%', '7.63%', '7.54%', '37.51%']..., số giá trị độc nhất: 7 W38_TRUNG BÌNH: ['+1.04%', '+13.72%', '+13.56%', '+3.88%', '+9.44%', '+10.12%', '+24.08%']..., số giá trị độc nhất: 7 W38_TRUNG VỊ: ['+0.78%', '+11.84%', '+12.86%', '+3.35%', '+9.41%', '+9.26%', '+22.46%']..., số giá trị độc nhất: 7 W39_2010: ['1.23%', '25.96%', '11.45%', '2.06%', '9.46%', '6.40%', '22.62%']..., số giá trị độc nhất: 7 W39_2011: ['0.66%', '15.55%', '11.01%', '1.84%', '7.57%', '9.06%', '27.55%']..., số giá trị độc nhất: 7 W39_2012: ['0.49%', '9.42%', '12.90%', '2.71%', '5.81%', '14.26%', '32.04%']..., số giá trị độc nhất: 7 W39_2013: ['3.26%', '12.66%', '13.12%', '2.70%', '10.17%', '6.48%', '14.42%']..., số giá trị độc nhất: 7 W39_2014: ['2.39%', '15.68%', '7.96%', '10.34%', '10.54%', '7.82%', '14.45%']..., số giá trị độc nhất: 7 W39_2015: ['1.78%', '14.39%', '13.87%', '4.65%', '13.19%', '11.40%', '18.04%']..., số giá trị độc nhất: 7 W39_2016: ['1.56%', '13.24%', '17.67%', '2.18%', '12.32%', '21.68%', '7.69%']..., số giá trị độc nhất: 7 W39_2017: ['3.43%', '19.23%', '13.27%', '3.49%', '12.28%', '9.23%', '16.07%']..., số giá trị độc nhất: 7 W39_2018: ['1.05%', '12.70%', '12.60%', '5.98%', '10.16%', '10.92%', '26.70%']..., số giá trị độc nhất: 7 W39_2019: ['0.78%', '23.13%', '8.23%', '2.38%', '9.39%', '9.82%', '21.56%']..., số giá trị độc nhất: 7 W39_2020: ['0.66%', '7.68%', '15.71%', '3.48%', '10.17%', '11.09%', '29.33%']..., số giá trị độc nhất: 7 W39_2021: ['1.03%', '11.15%', '17.40%', '3.44%', '8.30%', '7.26%', '24.93%']..., số giá trị độc nhất: 7 W39_2022: ['0.27%', '12.69%', '14.47%', '5.10%', '8.89%', '10.85%', '22.66%']..., số giá trị độc nhất: 7 W39_2023: ['0.25%', '11.56%', '11.60%', '3.47%', '8.19%', '6.14%', '34.65%']..., số giá trị độc nhất: 7 W39_2024: ['0.35%', '6.49%', '11.77%', '2.60%', '7.16%', '6.25%', '44.65%']..., số giá trị độc nhất: 7 W39_TRUNG BÌNH: ['+1.28%', '+14.10%', '+12.87%', '+3.76%', '+9.57%', '+9.91%', '+23.82%']..., số giá trị độc nhất: 7 W39_TRUNG VỊ: ['+1.03%', '+12.70%', '+12.90%', '+3.44%', '+9.46%', '+9.23%', '+22.66%']..., số giá trị độc nhất: 7 W3_2010: ['0.86%', '25.39%', '13.17%', '0.96%', '9.05%', '9.10%', '20.77%']..., số giá trị độc nhất: 7 W3_2011: ['0.43%', '20.07%', '10.79%', '3.01%', '10.74%', '7.61%', '25.22%']..., số giá trị độc nhất: 7 W3_2012: ['0.67%', '12.22%', '9.89%', '2.05%', '10.10%', '10.95%', '35.25%']..., số giá trị độc nhất: 7 W3_2013: ['0.19%', '15.54%', '12.00%', '2.50%', '8.56%', '7.00%', '29.15%']..., số giá trị độc nhất: 7 W3_2014: ['1.39%', '12.71%', '10.24%', '5.62%', '11.37%', '8.05%', '19.60%']..., số giá trị độc nhất: 7 W3_2015: ['1.18%', '12.07%', '10.16%', '6.98%', '14.92%', '10.51%', '21.95%']..., số giá trị độc nhất: 7 W3_2016: ['0.99%', '11.17%', '11.12%', '3.27%', '16.86%', '15.75%', '13.01%']..., số giá trị độc nhất: 7 W3_2017: ['1.12%', '22.04%', '17.14%', '1.63%', '6.80%', '16.20%', '14.41%']..., số giá trị độc nhất: 7 W3_2018: ['0.96%', '14.27%', '10.85%', '3.83%', '8.73%', '10.38%', '29.12%']..., số giá trị độc nhất: 7 W3_2019: ['0.82%', '18.38%', '10.93%', '2.86%', '10.79%', '10.38%', '21.29%']..., số giá trị độc nhất: 7 W3_2020: ['0.84%', '11.51%', '12.68%', '3.32%', '9.81%', '6.82%', '32.50%']..., số giá trị độc nhất: 7 W3_2021: ['1.24%', '9.07%', '10.89%', '3.45%', '6.43%', '10.14%', '33.06%']..., số giá trị độc nhất: 7 W3_2022: ['0.84%', '12.88%', '9.85%', '2.16%', '9.75%', '6.78%', '23.17%']..., số giá trị độc nhất: 7 W3_2023: ['0.25%', '8.92%', '15.94%', '3.93%', '6.61%', '7.77%', '37.47%']..., số giá trị độc nhất: 7 W3_2024: ['0.18%', '9.26%', '10.72%', '2.16%', '8.97%', '6.54%', '42.25%']..., số giá trị độc nhất: 7 W3_2025: ['0.73%', '13.53%', '10.66%', '1.77%', '6.75%', '7.34%', '33.58%']..., số giá trị độc nhất: 7 W3_TRUNG BÌNH: ['+0.79%', '+14.31%', '+11.69%', '+3.09%', '+9.76%', '+9.46%', '+26.99%']..., số giá trị độc nhất: 7 W3_TRUNG VỊ: ['+0.84%', '+12.80%', '+10.87%', '+2.93%', '+9.40%', '+8.57%', '+27.17%']..., số giá trị độc nhất: 7 W40_2010: ['1.25%', '23.94%', '17.22%', '2.47%', '8.69%', '9.12%', '16.79%']..., số giá trị độc nhất: 7 W40_2011: ['0.75%', '16.87%', '11.53%', '1.67%', '7.66%', '8.33%', '27.05%']..., số giá trị độc nhất: 7 W40_2012: ['0.53%', '7.96%', '16.20%', '3.91%', '6.69%', '13.18%', '30.69%']..., số giá trị độc nhất: 7 W40_2013: ['1.84%', '11.39%', '11.54%', '2.79%', '11.92%', '6.96%', '16.36%']..., số giá trị độc nhất: 7 W40_2014: ['2.73%', '14.12%', '8.51%', '6.20%', '10.26%', '10.04%', '18.06%']..., số giá trị độc nhất: 7 W40_2015: ['1.58%', '13.96%', '12.74%', '3.47%', '14.54%', '14.31%', '16.64%']..., số giá trị độc nhất: 7 W40_2016: ['1.66%', '14.65%', '19.46%', '4.73%', '13.19%', '18.29%', '9.29%']..., số giá trị độc nhất: 7 W40_2017: ['2.10%', '17.99%', '15.17%', '2.04%', '10.30%', '8.94%', '18.60%']..., số giá trị độc nhất: 7 W40_2018: ['0.95%', '10.62%', '14.14%', '7.24%', '9.04%', '10.31%', '28.75%']..., số giá trị độc nhất: 7 W40_2019: ['0.69%', '21.95%', '8.61%', '2.86%', '8.74%', '7.96%', '22.77%']..., số giá trị độc nhất: 7 W40_2020: ['0.48%', '8.11%', '17.47%', '2.98%', '7.48%', '11.96%', '27.88%']..., số giá trị độc nhất: 7 W40_2021: ['0.86%', '9.10%', '21.16%', '5.05%', '7.68%', '6.31%', '25.76%']..., số giá trị độc nhất: 7 W40_2022: ['0.27%', '12.33%', '13.58%', '4.25%', '8.84%', '10.93%', '23.17%']..., số giá trị độc nhất: 7 W40_2023: ['0.22%', '12.06%', '12.70%', '4.09%', '7.80%', '6.62%', '34.49%']..., số giá trị độc nhất: 7 W40_2024: ['0.28%', '6.15%', '12.53%', '2.65%', '7.63%', '6.47%', '43.87%']..., số giá trị độc nhất: 7 W40_TRUNG BÌNH: ['+1.08%', '+13.41%', '+14.17%', '+3.76%', '+9.36%', '+9.98%', '+24.01%']..., số giá trị độc nhất: 7 W40_TRUNG VỊ: ['+0.86%', '+12.33%', '+13.58%', '+3.47%', '+8.74%', '+9.12%', '+23.17%']..., số giá trị độc nhất: 7 W41_2010: ['0.99%', '24.79%', '15.55%', '2.51%', '8.84%', '9.84%', '17.41%']..., số giá trị độc nhất: 7 W41_2011: ['0.67%', '16.49%', '10.97%', '1.46%', '8.05%', '8.36%', '26.52%']..., số giá trị độc nhất: 7 W41_2012: ['0.47%', '11.32%', '15.74%', '2.35%', '8.73%', '8.82%', '30.30%']..., số giá trị độc nhất: 7 W41_2013: ['1.89%', '12.94%', '12.33%', '2.94%', '13.19%', '8.52%', '15.76%']..., số giá trị độc nhất: 7 W41_2014: ['2.84%', '14.76%', '11.00%', '6.13%', '10.36%', '11.42%', '13.28%']..., số giá trị độc nhất: 7 W41_2015: ['1.33%', '15.54%', '10.39%', '5.38%', '12.87%', '13.11%', '17.63%']..., số giá trị độc nhất: 7 W41_2016: ['1.46%', '13.48%', '25.83%', '4.05%', '11.46%', '15.29%', '8.85%']..., số giá trị độc nhất: 7 W41_2017: ['1.18%', '17.22%', '13.53%', '1.74%', '11.79%', '7.64%', '22.02%']..., số giá trị độc nhất: 7 W41_2018: ['0.72%', '9.76%', '13.23%', '5.83%', '10.16%', '10.18%', '29.58%']..., số giá trị độc nhất: 7 W41_2019: ['0.61%', '25.14%', '8.90%', '2.76%', '7.81%', '7.96%', '22.16%']..., số giá trị độc nhất: 7 W41_2020: ['0.45%', '9.09%', '14.94%', '2.87%', '7.17%', '13.00%', '27.86%']..., số giá trị độc nhất: 7 W41_2021: ['0.96%', '10.51%', '20.33%', '4.73%', '7.48%', '5.70%', '24.66%']..., số giá trị độc nhất: 7 W41_2022: ['0.27%', '9.24%', '14.96%', '4.56%', '8.18%', '9.15%', '28.21%']..., số giá trị độc nhất: 7 W41_2023: ['0.48%', '12.49%', '12.86%', '4.93%', '8.47%', '6.29%', '31.53%']..., số giá trị độc nhất: 7 W41_2024: ['0.38%', '6.84%', '11.33%', '2.76%', '8.74%', '9.50%', '42.31%']..., số giá trị độc nhất: 7 W41_TRUNG BÌNH: ['+0.98%', '+13.97%', '+14.13%', '+3.67%', '+9.55%', '+9.65%', '+23.87%']..., số giá trị độc nhất: 7 W41_TRUNG VỊ: ['+0.72%', '+12.94%', '+13.23%', '+2.94%', '+8.74%', '+9.15%', '+24.66%']..., số giá trị độc nhất: 7 W42_2010: ['0.62%', '24.84%', '15.84%', '2.11%', '8.33%', '11.13%', '16.42%']..., số giá trị độc nhất: 7 W42_2011: ['0.54%', '18.22%', '10.03%', '1.07%', '8.59%', '8.12%', '30.66%']..., số giá trị độc nhất: 7 W42_2012: ['0.24%', '10.18%', '14.18%', '2.17%', '9.43%', '31.69%']..., số giá trị độc nhất: 6 W42_2013: ['1.85%', '14.03%', '11.34%', '2.96%', '12.34%', '9.74%', '16.49%']..., số giá trị độc nhất: 7 W42_2014: ['2.47%', '13.11%', '10.94%', '9.91%', '9.74%', '10.85%', '16.30%']..., số giá trị độc nhất: 7 W42_2015: ['1.30%', '12.39%', '12.88%', '4.55%', '10.50%', '16.30%', '17.87%']..., số giá trị độc nhất: 7 W42_2016: ['1.42%', '15.37%', '21.72%', '3.59%', '13.31%', '16.03%', '7.61%']..., số giá trị độc nhất: 7 W42_2017: ['3.22%', '20.02%', '13.59%', '1.85%', '12.38%', '9.70%', '17.61%']..., số giá trị độc nhất: 7 W42_2018: ['0.62%', '12.99%', '11.70%', '5.54%', '9.71%', '12.41%', '26.26%']..., số giá trị độc nhất: 7 W42_2019: ['0.44%', '23.83%', '7.99%', '1.54%', '8.05%', '9.91%', '22.98%']..., số giá trị độc nhất: 7 W42_2020: ['0.29%', '6.70%', '14.67%', '2.06%', '6.57%', '13.35%', '33.36%']..., số giá trị độc nhất: 7 W42_2021: ['0.72%', '9.91%', '17.38%', '3.72%', '7.59%', '6.27%', '26.31%']..., số giá trị độc nhất: 7 W42_2022: ['0.21%', '7.42%', '15.73%', '4.73%', '8.60%', '8.99%', '30.89%']..., số giá trị độc nhất: 7 W42_2023: ['0.31%', '12.26%', '12.51%', '5.17%', '8.13%', '6.04%', '32.71%']..., số giá trị độc nhất: 7 W42_2024: ['0.42%', '6.45%', '9.80%', '2.37%', '8.38%', '8.39%', '41.78%']..., số giá trị độc nhất: 7 W42_TRUNG BÌNH: ['+0.98%', '+13.85%', '+13.35%', '+3.55%', '+9.44%', '+10.49%', '+24.60%']..., số giá trị độc nhất: 7 W42_TRUNG VỊ: ['+0.62%', '+12.99%', '+12.88%', '+2.96%', '+8.60%', '+9.91%', '+26.26%']..., số giá trị độc nhất: 7 W43_2010: ['0.43%', '26.92%', '14.08%', '2.40%', '8.50%', '10.42%', '17.42%']..., số giá trị độc nhất: 7 W43_2011: ['0.72%', '16.05%', '8.94%', '1.57%', '7.89%', '10.78%', '31.46%']..., số giá trị độc nhất: 7 W43_2012: ['0.90%', '10.64%', '18.12%', '2.15%', '8.92%', '12.73%', '22.64%']..., số giá trị độc nhất: 7 W43_2013: ['1.88%', '16.20%', '10.69%', '2.23%', '12.07%', '10.11%', '13.67%']..., số giá trị độc nhất: 7 W43_2014: ['3.86%', '10.44%', '11.06%', '7.51%', '13.34%', '11.57%', '16.26%']..., số giá trị độc nhất: 7 W43_2015: ['0.80%', '13.11%', '12.41%', '3.96%', '14.75%', '15.14%', '15.88%']..., số giá trị độc nhất: 7 W43_2016: ['1.61%', '17.24%', '18.39%', '2.92%', '12.55%', '15.42%', '9.60%']..., số giá trị độc nhất: 7 W43_2017: ['3.75%', '19.47%', '12.99%', '1.64%', '10.71%', '10.49%', '15.38%']..., số giá trị độc nhất: 7 W43_2018: ['0.62%', '11.31%', '11.89%', '5.09%', '9.58%', '14.19%', '27.55%']..., số giá trị độc nhất: 7 W43_2019: ['0.29%', '25.67%', '9.43%', '2.55%', '8.94%', '11.09%', '18.19%']..., số giá trị độc nhất: 7 W43_2020: ['0.34%', '5.31%', '14.22%', '1.52%', '7.66%', '11.12%', '36.08%']..., số giá trị độc nhất: 7 W43_2021: ['1.16%', '10.26%', '19.46%', '3.69%', '7.78%', '5.78%', '24.53%']..., số giá trị độc nhất: 7 W43_2022: ['0.19%', '7.85%', '16.98%', '6.72%', '9.49%', '9.31%', '26.79%']..., số giá trị độc nhất: 7 W43_2023: ['0.26%', '9.98%', '10.90%', '4.17%', '7.27%', '6.75%', '33.18%']..., số giá trị độc nhất: 7 W43_2024: ['0.47%', '6.32%', '9.30%', '1.57%', '6.86%', '8.03%', '40.65%']..., số giá trị độc nhất: 7 W43_TRUNG BÌNH: ['+1.15%', '+13.78%', '+13.26%', '+3.31%', '+9.75%', '+10.86%', '+23.29%']..., số giá trị độc nhất: 7 W43_TRUNG VỊ: ['+0.72%', '+11.31%', '+12.41%', '+2.55%', '+8.94%', '+10.78%', '+22.64%']..., số giá trị độc nhất: 7 W44_2010: ['0.56%', '26.30%', '12.77%', '2.27%', '9.27%', '10.23%', '17.46%']..., số giá trị độc nhất: 7 W44_2011: ['0.60%', '16.60%', '10.72%', '1.85%', '8.65%', '8.87%', '26.91%']..., số giá trị độc nhất: 7 W44_2012: ['0.31%', '11.05%', '15.29%', '1.93%', '8.11%', '8.88%', '34.40%']..., số giá trị độc nhất: 7 W44_2013: ['3.00%', '14.62%', '11.82%', '4.65%', '11.59%', '10.13%', '11.98%']..., số giá trị độc nhất: 7 W44_2014: ['2.91%', '10.81%', '9.37%', '6.45%', '10.34%', '12.97%', '20.02%']..., số giá trị độc nhất: 7 W44_2015: ['1.42%', '13.01%', '13.74%', '3.92%', '13.24%', '13.76%', '14.13%']..., số giá trị độc nhất: 7 W44_2016: ['1.23%', '19.08%', '17.82%', '2.13%', '13.10%', '15.00%', '9.33%']..., số giá trị độc nhất: 7 W44_2017: ['3.12%', '18.05%', '12.99%', '2.57%', '9.44%', '10.90%', '20.57%']..., số giá trị độc nhất: 7 W44_2018: ['0.57%', '11.57%', '12.52%', '4.70%', '9.63%', '14.46%', '26.40%']..., số giá trị độc nhất: 7 W44_2019: ['0.35%', '24.96%', '8.57%', '1.82%', '8.47%', '10.31%', '17.34%']..., số giá trị độc nhất: 7 W44_2020: ['0.31%', '5.23%', '16.90%', '1.59%', '8.43%', '11.98%', '32.45%']..., số giá trị độc nhất: 7 W44_2021: ['0.92%', '10.91%', '18.11%', '3.09%', '8.38%', '6.17%', '22.93%']..., số giá trị độc nhất: 7 W44_2022: ['0.32%', '7.01%', '15.78%', '4.34%', '8.97%', '8.36%', '31.15%']..., số giá trị độc nhất: 7 W44_2023: ['0.28%', '10.23%', '11.28%', '3.45%', '8.43%', '5.49%', '34.23%']..., số giá trị độc nhất: 7 W44_2024: ['0.37%', '8.95%', '9.88%', '1.52%', '9.81%', '9.31%', '33.06%']..., số giá trị độc nhất: 7 W44_TRUNG BÌNH: ['+1.08%', '+13.89%', '+13.17%', '+3.09%', '+9.72%', '+10.45%', '+23.49%']..., số giá trị độc nhất: 7 W44_TRUNG VỊ: ['+0.57%', '+11.57%', '+12.77%', '+2.57%', '+9.27%', '+10.23%', '+22.93%']..., số giá trị độc nhất: 7 W45_2010: ['0.41%', '23.52%', '15.63%', '2.75%', '9.97%', '9.85%', '17.80%']..., số giá trị độc nhất: 7 W45_2011: ['1.05%', '15.89%', '10.11%', '1.87%', '7.32%', '6.40%', '34.98%']..., số giá trị độc nhất: 7 W45_2012: ['0.18%', '8.94%', '15.12%', '3.14%', '6.07%', '10.51%', '37.09%']..., số giá trị độc nhất: 7 W45_2013: ['2.53%', '18.38%', '10.51%', '2.04%', '10.20%', '9.32%', '13.94%']..., số giá trị độc nhất: 7 W45_2014: ['3.58%', '12.23%', '10.77%', '5.94%', '12.55%', '14.21%', '13.61%']..., số giá trị độc nhất: 7 W45_2015: ['1.17%', '14.66%', '13.39%', '2.89%', '11.33%', '17.50%', '12.41%']..., số giá trị độc nhất: 7 W45_2016: ['1.12%', '20.60%', '15.95%', '2.89%', '10.50%', '15.53%', '6.68%']..., số giá trị độc nhất: 7 W45_2017: ['1.07%', '18.25%', '11.41%', '4.05%', '8.35%', '19.67%', '14.84%']..., số giá trị độc nhất: 7 W45_2018: ['1.05%', '12.18%', '10.74%', '5.22%', '9.94%', '17.26%', '23.44%']..., số giá trị độc nhất: 7 W45_2019: ['0.51%', '23.03%', '9.47%', '2.61%', '7.47%', '8.95%', '21.43%']..., số giá trị độc nhất: 7 W45_2020: ['0.35%', '5.89%', '21.19%', '1.00%', '10.17%', '10.20%', '26.69%']..., số giá trị độc nhất: 7 W45_2021: ['0.78%', '9.99%', '15.75%', '2.79%', '8.24%', '6.68%', '28.04%']..., số giá trị độc nhất: 7 W45_2022: ['0.20%', '6.06%', '17.37%', '3.61%', '8.33%', '7.50%', '35.43%']..., số giá trị độc nhất: 7 W45_2023: ['0.20%', '10.79%', '11.59%', '2.97%', '7.94%', '5.73%', '32.89%']..., số giá trị độc nhất: 7 W45_2024: ['0.37%', '9.17%', '10.22%', '1.44%', '7.74%', '8.65%', '31.65%']..., số giá trị độc nhất: 7 W45_TRUNG BÌNH: ['+0.97%', '+13.97%', '+13.28%', '+3.01%', '+9.07%', '+11.20%', '+23.40%']..., số giá trị độc nhất: 7 W45_TRUNG VỊ: ['+0.78%', '+12.23%', '+11.59%', '+2.89%', '+8.35%', '+9.85%', '+23.44%']..., số giá trị độc nhất: 7 W46_2010: ['0.45%', '21.99%', '11.88%', '5.44%', '9.73%', '8.03%', '20.43%']..., số giá trị độc nhất: 7 W46_2011: ['1.06%', '15.35%', '9.70%', '1.47%', '7.26%', '8.88%', '33.21%']..., số giá trị độc nhất: 7 W46_2012: ['0.21%', '12.37%', '13.05%', '2.24%', '6.11%', '10.10%', '37.17%']..., số giá trị độc nhất: 7 W46_2013: ['1.40%', '17.00%', '9.33%', '2.08%', '10.56%', '9.75%', '13.70%']..., số giá trị độc nhất: 7 W46_2014: ['3.32%', '11.46%', '8.66%', '5.25%', '17.65%', '12.98%', '11.92%']..., số giá trị độc nhất: 7 W46_2015: ['2.58%', '13.85%', '12.86%', '2.45%', '13.92%', '14.39%', '12.00%']..., số giá trị độc nhất: 7 W46_2016: ['0.90%', '17.77%', '24.12%', '2.41%', '10.57%', '17.26%', '7.30%']..., số giá trị độc nhất: 7 W46_2017: ['1.81%', '16.79%', '12.33%', '2.92%', '8.84%', '11.92%', '15.56%']..., số giá trị độc nhất: 7 W46_2018: ['0.58%', '13.28%', '11.87%', '5.21%', '10.01%', '16.24%', '23.57%']..., số giá trị độc nhất: 7 W46_2019: ['1.07%', '23.98%', '9.26%', '1.88%', '8.80%', '9.40%', '19.38%']..., số giá trị độc nhất: 7 W46_2020: ['0.37%', '7.83%', '18.14%', '3.15%', '9.00%', '9.62%', '27.97%']..., số giá trị độc nhất: 7 W46_2021: ['0.94%', '10.40%', '16.32%', '2.76%', '9.24%', '8.10%', '26.77%']..., số giá trị độc nhất: 7 W46_2022: ['0.25%', '6.39%', '15.74%', '4.19%', '7.58%', '8.15%', '34.79%']..., số giá trị độc nhất: 7 W46_2023: ['0.23%', '9.34%', '12.28%', '2.74%', '7.04%', '6.39%', '33.48%']..., số giá trị độc nhất: 7 W46_2024: ['0.33%', '9.47%', '13.55%', '2.19%', '7.65%', '7.75%', '31.74%']..., số giá trị độc nhất: 7 W46_TRUNG BÌNH: ['+1.03%', '+13.82%', '+13.27%', '+3.09%', '+9.60%', '+10.60%', '+23.27%']..., số giá trị độc nhất: 7 W46_TRUNG VỊ: ['+0.90%', '+13.28%', '+12.33%', '+2.74%', '+9.00%', '+9.62%', '+23.57%']..., số giá trị độc nhất: 7 W47_2010: ['0.52%', '22.13%', '13.38%', '3.12%', '9.74%', '9.04%', '19.80%']..., số giá trị độc nhất: 7 W47_2011: ['1.07%', '14.00%', '9.50%', '1.78%', '6.57%', '9.67%', '34.19%']..., số giá trị độc nhất: 7 W47_2012: ['0.24%', '13.05%', '13.32%', '2.38%', '8.10%', '16.18%', '28.05%']..., số giá trị độc nhất: 7 W47_2013: ['1.12%', '17.89%', '11.83%', '3.08%', '12.15%', '6.86%', '14.61%']..., số giá trị độc nhất: 7 W47_2014: ['3.54%', '10.70%', '10.02%', '4.82%', '21.54%', '10.79%', '9.99%']..., số giá trị độc nhất: 7 W47_2015: ['3.82%', '12.18%', '12.31%', '1.66%', '15.62%', '20.44%', '7.93%']..., số giá trị độc nhất: 7 W47_2016: ['0.93%', '22.80%', '20.70%', '2.16%', '9.33%', '18.69%', '5.66%']..., số giá trị độc nhất: 7 W47_2017: ['1.86%', '15.85%', '12.03%', '4.54%', '7.42%', '10.25%', '19.61%']..., số giá trị độc nhất: 7 W47_2018: ['0.66%', '14.46%', '11.29%', '4.94%', '9.09%', '12.34%', '25.29%']..., số giá trị độc nhất: 7 W47_2019: ['0.74%', '24.23%', '8.39%', '1.92%', '7.41%', '8.46%', '16.62%']..., số giá trị độc nhất: 7 W47_2020: ['0.27%', '8.45%', '19.33%', '3.16%', '8.36%', '9.35%', '27.94%']..., số giá trị độc nhất: 7 W47_2021: ['0.97%', '11.51%', '16.24%', '3.07%', '9.81%', '6.96%', '25.37%']..., số giá trị độc nhất: 7 W47_2022: ['0.30%', '5.95%', '15.38%', '4.18%', '7.76%', '7.68%', '36.44%']..., số giá trị độc nhất: 7 W47_2023: ['0.22%', '10.07%', '11.24%', '3.04%', '7.35%', '6.06%', '32.34%']..., số giá trị độc nhất: 7 W47_2024: ['0.35%', '9.02%', '10.44%', '1.41%', '8.60%', '7.29%', '29.84%']..., số giá trị độc nhất: 7 W47_TRUNG BÌNH: ['+1.11%', '+14.15%', '+13.03%', '+3.02%', '+9.92%', '+10.67%', '+22.25%']..., số giá trị độc nhất: 7 W47_TRUNG VỊ: ['+0.74%', '+13.05%', '+12.03%', '+3.07%', '+8.60%', '+9.35%', '+25.29%']..., số giá trị độc nhất: 7 W48_2010: ['0.53%', '25.58%', '14.86%', '4.13%', '11.30%', '6.95%', '18.09%']..., số giá trị độc nhất: 7 W48_2011: ['0.37%', '14.14%', '9.57%', '1.35%', '6.24%', '12.86%', '36.27%']..., số giá trị độc nhất: 7 W48_2012: ['0.30%', '15.67%', '18.46%', '2.48%', '7.48%', '13.08%', '25.39%']..., số giá trị độc nhất: 7 W48_2013: ['1.34%', '16.30%', '10.66%', '2.43%', '12.00%', '10.20%', '14.30%']..., số giá trị độc nhất: 7 W48_2014: ['3.15%', '11.95%', '10.97%', '8.19%', '14.89%', '9.53%', '11.85%']..., số giá trị độc nhất: 7 W48_2015: ['1.97%', '10.82%', '14.35%', '1.53%', '17.85%', '19.08%', '10.48%']..., số giá trị độc nhất: 7 W48_2016: ['2.16%', '28.88%', '15.85%', '2.18%', '9.23%', '18.85%', '5.84%']..., số giá trị độc nhất: 7 W48_2017: ['1.41%', '15.10%', '12.31%', '3.19%', '8.21%', '8.14%', '19.58%']..., số giá trị độc nhất: 7 W48_2018: ['0.66%', '15.43%', '11.64%', '3.81%', '8.31%', '15.77%', '25.42%']..., số giá trị độc nhất: 7 W48_2019: ['0.80%', '29.11%', '7.48%', '1.69%', '8.46%', '7.43%', '13.73%']..., số giá trị độc nhất: 7 W48_2020: ['0.31%', '7.12%', '23.75%', '2.69%', '7.33%', '8.30%', '26.46%']..., số giá trị độc nhất: 7 W48_2021: ['0.83%', '9.13%', '11.31%', '1.80%', '8.41%', '6.37%', '38.41%']..., số giá trị độc nhất: 7 W48_2022: ['0.25%', '5.82%', '13.65%', '3.06%', '7.44%', '7.40%', '31.20%']..., số giá trị độc nhất: 7 W48_2023: ['0.22%', '9.46%', '12.01%', '3.72%', '6.40%', '8.00%', '32.99%']..., số giá trị độc nhất: 7 W48_2024: ['0.71%', '8.25%', '12.11%', '1.45%', '9.49%', '7.58%', '27.12%']..., số giá trị độc nhất: 7 W48_TRUNG BÌNH: ['+1.00%', '+14.85%', '+13.26%', '+2.91%', '+9.54%', '+10.64%', '+22.47%']..., số giá trị độc nhất: 7 W48_TRUNG VỊ: ['+0.71%', '+14.14%', '+12.11%', '+2.48%', '+8.41%', '+8.30%', '+25.39%']..., số giá trị độc nhất: 7 W49_2010: ['0.80%', '25.41%', '11.91%', '2.91%', '9.78%', '5.73%', '20.56%']..., số giá trị độc nhất: 7 W49_2011: ['0.60%', '13.35%', '8.42%', '1.31%', '7.40%', '10.71%', '37.77%']..., số giá trị độc nhất: 7 W49_2012: ['0.26%', '15.15%', '15.22%', '2.11%', '7.96%', '9.94%', '29.71%']..., số giá trị độc nhất: 7 W49_2013: ['1.17%', '16.47%', '10.38%', '1.83%', '11.85%', '8.49%', '14.57%']..., số giá trị độc nhất: 7 W49_2014: ['2.23%', '13.20%', '12.44%', '7.59%', '15.30%', '9.39%', '12.56%']..., số giá trị độc nhất: 7 W49_2015: ['1.42%', '9.90%', '11.81%', '1.88%', '16.03%', '21.59%', '13.95%']..., số giá trị độc nhất: 7 W49_2016: ['1.70%', '23.58%', '16.19%', '3.18%', '8.83%', '23.67%', '6.64%']..., số giá trị độc nhất: 7 W49_2017: ['1.60%', '16.64%', '13.39%', '3.32%', '9.11%', '11.68%', '20.32%']..., số giá trị độc nhất: 7 W49_2018: ['0.58%', '13.11%', '10.43%', '4.63%', '7.99%', '10.81%', '33.77%']..., số giá trị độc nhất: 7 W49_2019: ['0.72%', '27.52%', '9.54%', '1.89%', '8.02%', '10.74%', '11.71%']..., số giá trị độc nhất: 7 W49_2020: ['0.42%', '8.70%', '15.54%', '2.60%', '7.13%', '8.23%', '30.81%']..., số giá trị độc nhất: 7 W49_2021: ['1.03%', '12.10%', '11.30%', '1.61%', '8.87%', '6.19%', '32.64%']..., số giá trị độc nhất: 7 W49_2022: ['0.23%', '5.69%', '13.43%', '3.12%', '6.35%', '6.40%', '32.01%']..., số giá trị độc nhất: 7 W49_2023: ['0.17%', '9.43%', '11.97%', '3.11%', '7.92%', '7.04%', '33.34%']..., số giá trị độc nhất: 7 W49_2024: ['0.69%', '8.69%', '14.10%', '1.62%', '7.73%', '6.62%', '31.42%']..., số giá trị độc nhất: 7 W49_TRUNG BÌNH: ['+0.91%', '+14.60%', '+12.41%', '+2.85%', '+9.35%', '+10.48%', '+24.12%']..., số giá trị độc nhất: 7 W49_TRUNG VỊ: ['+0.72%', '+13.20%', '+11.97%', '+2.60%', '+8.02%', '+9.39%', '+29.71%']..., số giá trị độc nhất: 7 W4_2010: ['0.84%', '25.30%', '10.27%', '1.18%', '7.77%', '10.62%', '23.25%']..., số giá trị độc nhất: 7 W4_2011: ['0.48%', '17.13%', '16.11%', '2.63%', '9.99%', '8.50%', '23.36%']..., số giá trị độc nhất: 7 W4_2013: ['0.22%', '13.32%', '11.82%', '1.82%', '9.08%', '7.24%', '29.27%']..., số giá trị độc nhất: 7 W4_2014: ['1.20%', '11.35%', '11.32%', '5.87%', '9.56%', '8.62%', '23.38%']..., số giá trị độc nhất: 7 W4_2015: ['1.42%', '12.85%', '11.44%', '4.60%', '15.84%', '8.62%', '21.75%']..., số giá trị độc nhất: 7 W4_2016: ['1.99%', '11.24%', '13.56%', '3.82%', '14.27%', '14.78%', '14.48%']..., số giá trị độc nhất: 7 W4_2017: ['1.07%', '22.76%', '12.47%', '1.99%', '7.45%', '22.21%', '13.37%']..., số giá trị độc nhất: 7 W4_2018: ['1.61%', '12.46%', '11.83%', '5.31%', '7.31%', '8.04%', '33.18%']..., số giá trị độc nhất: 7 W4_2019: ['0.64%', '15.98%', '9.51%', '3.79%', '9.16%', '12.33%', '29.32%']..., số giá trị độc nhất: 7 W4_2020: ['0.69%', '8.32%', '11.65%', '3.64%', '11.51%', '6.87%', '31.07%']..., số giá trị độc nhất: 7 W4_2021: ['1.34%', '8.75%', '12.22%', '3.50%', '6.79%', '9.29%', '32.31%']..., số giá trị độc nhất: 7 W4_2022: ['0.63%', '11.07%', '10.57%', '3.97%', '8.76%', '6.57%', '30.71%']..., số giá trị độc nhất: 7 W4_2023: ['0.19%', '10.07%', '13.45%', '4.35%', '7.60%', '7.79%', '36.53%']..., số giá trị độc nhất: 7 W4_2024: ['0.21%', '9.74%', '13.88%', '2.28%', '6.82%', '7.47%', '38.60%']..., số giá trị độc nhất: 7 W4_2025: ['0.64%', '10.65%', '9.73%', '2.25%', '8.02%', '7.86%', '36.53%']..., số giá trị độc nhất: 7 W4_TRUNG BÌNH: ['+0.88%', '+13.40%', '+11.99%', '+3.40%', '+9.33%', '+9.79%', '+27.81%']..., số giá trị độc nhất: 7 W4_TRUNG VỊ: ['+0.69%', '+11.35%', '+11.82%', '+3.64%', '+8.76%', '+8.50%', '+29.32%']..., số giá trị độc nhất: 7 W50_2010: ['0.46%', '22.88%', '11.46%', '2.13%', '9.13%', '5.10%', '23.71%']..., số giá trị độc nhất: 7 W50_2011: ['0.44%', '15.20%', '9.16%', '1.19%', '7.95%', '9.55%', '34.23%']..., số giá trị độc nhất: 7 W50_2012: ['0.29%', '14.21%', '11.66%', '2.11%', '7.17%', '10.57%', '31.03%']..., số giá trị độc nhất: 7 W50_2013: ['1.24%', '16.39%', '9.55%', '3.87%', '11.07%', '11.51%', '13.06%']..., số giá trị độc nhất: 7 W50_2014: ['1.64%', '11.78%', '12.51%', '10.14%', '14.86%', '10.62%', '11.47%']..., số giá trị độc nhất: 7 W50_2015: ['1.00%', '9.22%', '12.37%', '3.82%', '17.44%', '19.82%', '12.56%']..., số giá trị độc nhất: 7 W50_2016: ['1.35%', '21.75%', '17.17%', '2.18%', '12.20%', '19.59%', '7.11%']..., số giá trị độc nhất: 7 W50_2017: ['1.92%', '18.94%', '11.62%', '4.23%', '8.60%', '12.85%', '17.23%']..., số giá trị độc nhất: 7 W50_2018: ['0.61%', '15.82%', '10.91%', '4.50%', '8.66%', '10.58%', '29.59%']..., số giá trị độc nhất: 7 W50_2019: ['1.16%', '28.28%', '11.26%', '1.79%', '9.43%', '9.83%', '13.30%']..., số giá trị độc nhất: 7 W50_2020: ['0.66%', '9.87%', '17.40%', '2.38%', '7.12%', '9.49%', '28.58%']..., số giá trị độc nhất: 7 W50_2021: ['0.70%', '11.59%', '12.75%', '2.12%', '7.63%', '6.87%', '27.83%']..., số giá trị độc nhất: 7 W50_2022: ['0.21%', '6.79%', '12.01%', '2.92%', '5.84%', '6.66%', '35.77%']..., số giá trị độc nhất: 7 W50_2023: ['0.24%', '8.99%', '12.09%', '2.46%', '7.43%', '9.41%', '31.35%']..., số giá trị độc nhất: 7 W50_2024: ['0.80%', '8.80%', '13.91%', '1.97%', '7.87%', '7.35%', '31.89%']..., số giá trị độc nhất: 7 W50_TRUNG BÌNH: ['+0.85%', '+14.70%', '+12.39%', '+3.19%', '+9.49%', '+10.65%', '+23.25%']..., số giá trị độc nhất: 7 W50_TRUNG VỊ: ['+0.70%', '+14.21%', '+12.01%', '+2.38%', '+8.60%', '+9.83%', '+27.83%']..., số giá trị độc nhất: 7 W51_2010: ['0.39%', '19.36%', '10.26%', '2.09%', '7.70%', '5.46%', '31.00%']..., số giá trị độc nhất: 7 W51_2011: ['0.59%', '12.49%', '10.57%', '1.81%', '7.94%', '9.26%', '33.72%']..., số giá trị độc nhất: 7 W51_2012: ['0.28%', '12.61%', '12.56%', '4.41%', '4.35%', '8.54%', '35.55%']..., số giá trị độc nhất: 7 W51_2013: ['1.93%', '18.66%', '10.05%', '4.64%', '9.00%', '9.80%', '13.44%']..., số giá trị độc nhất: 7 W51_2014: ['1.22%', '10.10%', '10.26%', '9.21%', '12.83%', '11.13%', '20.00%']..., số giá trị độc nhất: 7 W51_2015: ['0.58%', '10.89%', '13.41%', '2.85%', '14.34%', '17.15%', '17.72%']..., số giá trị độc nhất: 7 W51_2016: ['0.96%', '21.24%', '14.76%', '1.96%', '9.53%', '20.66%', '8.69%']..., số giá trị độc nhất: 7 W51_2017: ['1.84%', '17.70%', '12.96%', '6.34%', '9.75%', '11.27%', '17.21%']..., số giá trị độc nhất: 7 W51_2018: ['0.68%', '15.89%', '11.57%', '4.23%', '10.47%', '12.38%', '25.25%']..., số giá trị độc nhất: 7 W51_2019: ['1.60%', '30.25%', '9.07%', '1.80%', '9.01%', '10.08%', '14.01%']..., số giá trị độc nhất: 7 W51_2020: ['0.65%', '8.58%', '13.49%', '2.64%', '7.12%', '10.50%', '29.49%']..., số giá trị độc nhất: 7 W51_2021: ['1.05%', '13.95%', '12.04%', '1.55%', '8.51%', '6.81%', '22.37%']..., số giá trị độc nhất: 7 W51_2022: ['0.13%', '7.93%', '12.78%', '2.92%', '6.34%', '7.95%', '36.75%']..., số giá trị độc nhất: 7 W51_2023: ['0.39%', '9.09%', '10.99%', '1.78%', '9.07%', '10.28%', '35.42%']..., số giá trị độc nhất: 7 W51_2024: ['0.74%', '9.36%', '12.69%', '2.42%', '9.61%', '8.45%', '29.00%']..., số giá trị độc nhất: 7 W51_TRUNG BÌNH: ['+0.87%', '+14.54%', '+11.83%', '+3.38%', '+9.04%', '+10.65%', '+24.64%']..., số giá trị độc nhất: 7 W51_TRUNG VỊ: ['+0.68%', '+12.61%', '+12.04%', '+2.64%', '+9.01%', '+10.08%', '+25.25%']..., số giá trị độc nhất: 7 W52_2010: ['0.58%', '18.32%', '9.08%', '2.00%', '7.94%', '6.05%', '30.38%']..., số giá trị độc nhất: 7 W52_2011: ['0.30%', '13.05%', '7.99%', '1.92%', '9.34%', '9.04%', '33.77%']..., số giá trị độc nhất: 7 W52_2012: ['0.25%', '13.07%', '13.10%', '1.83%', '8.82%', '6.40%', '35.41%']..., số giá trị độc nhất: 7 W52_2013: ['2.62%', '16.39%', '8.97%', '4.87%', '11.66%', '6.99%', '10.73%']..., số giá trị độc nhất: 7 W52_2014: ['3.29%', '12.18%', '9.00%', '9.51%', '13.63%', '11.75%', '17.43%']..., số giá trị độc nhất: 7 W52_2015: ['0.67%', '9.26%', '9.52%', '2.56%', '33.82%', '16.82%', '10.17%']..., số giá trị độc nhất: 7 W52_2016: ['0.71%', '21.16%', '18.71%', '2.01%', '10.49%', '20.99%', '7.50%']..., số giá trị độc nhất: 7 W52_2017: ['2.07%', '17.03%', '11.92%', '4.94%', '10.58%', '9.51%', '23.49%']..., số giá trị độc nhất: 7 W52_2018: ['0.91%', '19.91%', '11.65%', '3.89%', '9.10%', '10.05%', '22.27%']..., số giá trị độc nhất: 7 W52_2019: ['1.94%', '26.49%', '8.66%', '1.49%', '11.23%', '8.85%', '15.00%']..., số giá trị độc nhất: 7 W52_2020: ['1.00%', '8.77%', '14.07%', '2.67%', '7.80%', '8.88%', '31.84%']..., số giá trị độc nhất: 7 W52_2021: ['1.00%', '14.01%', '11.83%', '1.70%', '7.92%', '9.37%', '21.20%']..., số giá trị độc nhất: 7 W52_2022: ['0.21%', '6.86%', '14.16%', '3.01%', '6.94%', '7.93%', '37.69%']..., số giá trị độc nhất: 7 W52_2023: ['0.30%', '11.44%', '12.74%', '1.74%', '8.37%', '9.83%', '30.42%']..., số giá trị độc nhất: 7 W52_2024: ['0.85%', '11.36%', '12.14%', '1.91%', '8.19%', '7.71%', '33.08%']..., số giá trị độc nhất: 7 W52_TRUNG BÌNH: ['+1.11%', '+14.62%', '+11.57%', '+3.07%', '+11.06%', '+10.01%', '+24.03%']..., số giá trị độc nhất: 7 W52_TRUNG VỊ: ['+0.85%', '+13.07%', '+11.83%', '+2.01%', '+9.10%', '+9.04%', '+23.49%']..., số giá trị độc nhất: 7 W53_2010: ['0.68%', '21.17%', '9.33%', '2.31%', '10.28%', '6.69%', '27.31%']..., số giá trị độc nhất: 7 W53_2011: ['0.55%', '13.25%', '8.27%', '2.98%', '7.73%', '9.79%', '38.64%']..., số giá trị độc nhất: 7 W53_2013: ['2.50%', '14.87%', '8.69%', '3.83%', '11.80%', '8.11%', '14.78%']..., số giá trị độc nhất: 7 W53_2014: ['2.95%', '12.79%', '9.01%', '5.14%', '13.56%', '11.34%', '18.12%']..., số giá trị độc nhất: 7 W53_2015: ['0.95%', '10.83%', '11.59%', '1.50%', '16.44%', '18.78%', '14.28%']..., số giá trị độc nhất: 7 W53_2016: ['0.86%', '17.88%', '17.74%', '1.39%', '10.86%', '18.40%', '7.75%']..., số giá trị độc nhất: 7 W53_2019: ['2.70%', '15.78%', '10.46%', '2.25%', '11.31%', '7.83%', '19.62%']..., số giá trị độc nhất: 7 W53_2020: ['1.66%', '9.63%', '13.14%', '3.96%', '7.55%', '9.37%', '27.48%']..., số giá trị độc nhất: 7 W53_2021: ['1.10%', '14.25%', '10.95%', '2.09%', '8.65%', '10.53%', '23.51%']..., số giá trị độc nhất: 7 W53_2022: ['0.31%', '7.34%', '12.29%', '3.05%', '7.23%', '9.08%', '35.49%']..., số giá trị độc nhất: 7 W53_2024: ['0.52%', '9.05%', '10.85%', '1.91%', '8.09%', '8.17%', '36.04%']..., số giá trị độc nhất: 7 W53_TRUNG BÌNH: ['+1.34%', '+13.35%', '+11.12%', '+2.77%', '+10.32%', '+10.73%', '+23.91%']..., số giá trị độc nhất: 7 W53_TRUNG VỊ: ['+0.95%', '+13.25%', '+10.85%', '+2.31%', '+10.28%', '+9.37%', '+23.51%']..., số giá trị độc nhất: 7 W5_2010: ['1.00%', '22.69%', '13.70%', '1.78%', '7.58%', '10.46%', '22.05%']..., số giá trị độc nhất: 7 W5_2011: ['0.55%', '16.53%', '12.39%', '2.73%', '9.86%', '9.77%', '26.46%']..., số giá trị độc nhất: 7 W5_2012: ['0.40%', '12.07%', '9.87%', '3.02%', '8.50%', '11.33%', '36.44%']..., số giá trị độc nhất: 7 W5_2013: ['0.20%', '12.88%', '13.21%', '2.10%', '7.65%', '7.16%', '31.86%']..., số giá trị độc nhất: 7 W5_2014: ['1.28%', '11.81%', '10.27%', '4.33%', '11.31%', '8.20%', '24.12%']..., số giá trị độc nhất: 7 W5_2015: ['1.60%', '10.23%', '10.58%', '4.03%', '14.82%', '11.60%', '23.03%']..., số giá trị độc nhất: 7 W5_2016: ['1.35%', '11.42%', '11.75%', '4.13%', '14.12%', '14.96%', '14.18%']..., số giá trị độc nhất: 7 W5_2017: ['0.87%', '20.83%', '18.10%', '1.62%', '7.40%', '19.55%', '13.59%']..., số giá trị độc nhất: 7 W5_2018: ['1.02%', '14.16%', '9.35%', '5.63%', '6.60%', '8.50%', '31.52%']..., số giá trị độc nhất: 7 W5_2019: ['0.33%', '12.93%', '14.74%', '3.83%', '9.58%', '10.78%', '25.36%']..., số giá trị độc nhất: 7 W5_2020: ['1.35%', '7.39%', '11.34%', '3.21%', '11.28%', '8.39%', '34.12%']..., số giá trị độc nhất: 7 W5_2021: ['0.43%', '8.98%', '14.94%', '2.96%', '7.28%', '8.73%', '29.37%']..., số giá trị độc nhất: 7 W5_2022: ['0.43%', '11.35%', '9.28%', '3.79%', '7.41%', '5.86%', '35.04%']..., số giá trị độc nhất: 7 W5_2023: ['0.23%', '9.60%', '15.12%', '3.63%', '7.70%', '7.65%', '34.56%']..., số giá trị độc nhất: 7 W5_2024: ['0.20%', '10.95%', '12.04%', '1.90%', '8.16%', '7.03%', '35.38%']..., số giá trị độc nhất: 7 W5_TRUNG BÌNH: ['+0.75%', '+12.92%', '+12.44%', '+3.24%', '+9.28%', '+10.00%', '+27.81%']..., số giá trị độc nhất: 7 W5_TRUNG VỊ: ['+0.55%', '+11.81%', '+12.04%', '+3.21%', '+8.16%', '+8.73%', '+29.37%']..., số giá trị độc nhất: 7 W6_2010: ['0.76%', '22.51%', '15.24%', '1.64%', '7.32%', '11.97%', '18.90%']..., số giá trị độc nhất: 7 W6_2012: ['0.24%', '12.81%', '8.67%', '2.94%', '7.29%', '8.26%', '41.84%']..., số giá trị độc nhất: 7 W6_2013: ['0.18%', '14.82%', '12.20%', '2.27%', '9.00%', '6.34%', '27.51%']..., số giá trị độc nhất: 7 W6_2014: ['1.07%', '14.25%', '9.94%', '4.30%', '9.59%', '10.50%', '19.07%']..., số giá trị độc nhất: 7 W6_2015: ['3.39%', '10.69%', '10.36%', '5.59%', '16.14%', '8.05%', '24.55%']..., số giá trị độc nhất: 7 W6_2016: ['1.16%', '11.99%', '10.89%', '3.44%', '16.25%', '18.29%', '12.53%']..., số giá trị độc nhất: 7 W6_2017: ['0.82%', '22.85%', '20.30%', '2.49%', '7.89%', '14.97%', '11.42%']..., số giá trị độc nhất: 7 W6_2018: ['0.97%', '12.47%', '11.93%', '4.09%', '7.52%', '8.51%', '31.09%']..., số giá trị độc nhất: 7 W6_2020: ['1.28%', '7.73%', '10.22%', '3.07%', '9.03%', '9.42%', '35.52%']..., số giá trị độc nhất: 7 W6_2021: ['0.75%', '9.11%', '14.45%', '3.01%', '6.88%', '7.48%', '30.36%']..., số giá trị độc nhất: 7 W6_2023: ['0.42%', '8.33%', '15.63%', '4.25%', '7.71%', '7.96%', '33.89%']..., số giá trị độc nhất: 7 W6_2024: ['0.14%', '10.36%', '10.53%', '2.67%', '6.59%', '7.94%', '41.97%']..., số giá trị độc nhất: 7 W6_2025: ['0.49%', '12.16%', '10.42%', '1.64%', '7.97%', '7.87%', '35.51%']..., số giá trị độc nhất: 7 W6_TRUNG BÌNH: ['+0.90%', '+13.08%', '+12.37%', '+3.18%', '+9.17%', '+9.81%', '+28.01%']..., số giá trị độc nhất: 7 W6_TRUNG VỊ: ['+0.76%', '+12.16%', '+10.89%', '+3.01%', '+7.89%', '+8.26%', '+30.36%']..., số giá trị độc nhất: 7 W7_2010: ['0.86%', '19.36%', '14.04%', '1.80%', '6.52%', '14.79%', '22.40%']..., số giá trị độc nhất: 7 W7_2011: ['0.64%', '15.21%', '11.15%', '5.67%', '9.67%', '6.46%', '26.04%']..., số giá trị độc nhất: 7 W7_2012: ['0.69%', '12.77%', '10.70%', '3.01%', '6.86%', '8.48%', '40.01%']..., số giá trị độc nhất: 7 W7_2014: ['1.09%', '16.32%', '9.52%', '3.39%', '11.92%', '9.48%', '20.32%']..., số giá trị độc nhất: 7 W7_2015: ['4.25%', '11.72%', '9.11%', '4.02%', '14.49%', '9.45%', '20.39%']..., số giá trị độc nhất: 7 W7_2017: ['1.19%', '22.95%', '19.53%', '3.59%', '8.70%', '12.00%', '11.42%']..., số giá trị độc nhất: 7 W7_2018: ['0.75%', '14.95%', '12.00%', '2.97%', '5.43%', '10.74%', '32.59%']..., số giá trị độc nhất: 7 W7_2019: ['0.50%', '12.92%', '12.83%', '3.74%', '10.11%', '12.44%', '25.53%']..., số giá trị độc nhất: 7 W7_2020: ['1.29%', '9.09%', '11.43%', '2.18%', '9.53%', '7.76%', '37.97%']..., số giá trị độc nhất: 7 W7_2021: ['0.53%', '7.57%', '13.68%', '4.02%', '6.23%', '7.32%', '33.30%']..., số giá trị độc nhất: 7 W7_2022: ['0.38%', '10.40%', '12.72%', '3.59%', '7.47%', '4.93%', '32.72%']..., số giá trị độc nhất: 7 W7_2023: ['0.29%', '10.00%', '15.88%', '5.20%', '6.39%', '7.32%', '30.88%']..., số giá trị độc nhất: 7 W7_2024: ['0.13%', '10.46%', '11.75%', '2.07%', '7.17%', '8.98%', '37.51%']..., số giá trị độc nhất: 7 W7_2025: ['0.62%', '12.29%', '14.07%', '2.23%', '8.76%', '7.10%', '34.39%']..., số giá trị độc nhất: 7 W7_TRUNG BÌNH: ['+0.94%', '+13.29%', '+12.74%', '+3.39%', '+8.52%', '+9.09%', '+28.96%']..., số giá trị độc nhất: 7 W7_TRUNG VỊ: ['+0.67%', '+12.53%', '+12.36%', '+3.49%', '+8.08%', '+8.73%', '+31.74%']..., số giá trị độc nhất: 7 W8_2011: ['0.47%', '17.78%', '11.08%', '4.22%', '9.13%', '7.03%', '23.99%']..., số giá trị độc nhất: 7 W8_2012: ['0.34%', '14.42%', '9.84%', '3.53%', '6.28%', '7.65%', '41.24%']..., số giá trị độc nhất: 7 W8_2013: ['0.12%', '14.70%', '13.65%', '1.96%', '9.18%', '5.61%', '28.19%']..., số giá trị độc nhất: 7 W8_2014: ['1.09%', '15.05%', '9.71%', '4.37%', '11.08%', '10.04%', '20.76%']..., số giá trị độc nhất: 7 W8_2016: ['1.59%', '9.53%', '10.64%', '4.41%', '15.76%', '20.19%', '14.49%']..., số giá trị độc nhất: 7 W8_2017: ['1.50%', '25.45%', '19.21%', '2.43%', '7.21%', '11.40%', '9.40%']..., số giá trị độc nhất: 7 W8_2018: ['0.65%', '11.33%', '13.14%', '3.57%', '5.53%', '7.03%', '37.69%']..., số giá trị độc nhất: 7 W8_2019: ['1.58%', '13.01%', '10.59%', '3.60%', '10.58%', '11.29%', '25.16%']..., số giá trị độc nhất: 7 W8_2020: ['1.44%', '8.10%', '10.54%', '2.04%', '9.50%', '9.77%', '35.24%']..., số giá trị độc nhất: 7 W8_2021: ['0.49%', '7.59%', '12.79%', '6.87%', '6.12%', '7.63%', '32.06%']..., số giá trị độc nhất: 7 W8_2022: ['0.49%', '11.77%', '12.30%', '3.57%', '9.37%', '6.77%', '28.33%']..., số giá trị độc nhất: 7 W8_2023: ['0.39%', '10.31%', '15.94%', '5.92%', '7.14%', '6.68%', '30.15%']..., số giá trị độc nhất: 7 W8_2024: ['0.28%', '9.52%', '11.90%', '2.63%', '6.55%', '7.62%', '37.53%']..., số giá trị độc nhất: 7 W8_2025: ['0.66%', '11.59%', '12.82%', '1.80%', '8.26%', '7.04%', '36.18%']..., số giá trị độc nhất: 7 W8_TRUNG BÌNH: ['+0.79%', '+12.87%', '+12.44%', '+3.64%', '+8.69%', '+8.98%', '+28.60%']..., số giá trị độc nhất: 7 W8_TRUNG VỊ: ['+0.57%', '+11.68%', '+12.10%', '+3.57%', '+8.69%', '+7.63%', '+29.24%']..., số giá trị độc nhất: 7 W9_2010: ['1.46%', '16.27%', '13.01%', '2.44%', '7.17%', '11.90%', '25.33%']..., số giá trị độc nhất: 7 W9_2011: ['0.40%', '19.20%', '10.97%', '3.52%', '8.59%', '6.14%', '26.91%']..., số giá trị độc nhất: 7 W9_2012: ['0.32%', '13.69%', '10.80%', '3.24%', '6.59%', '7.61%', '43.54%']..., số giá trị độc nhất: 7 W9_2013: ['0.15%', '16.95%', '12.49%', '2.31%', '8.34%', '7.97%', '25.65%']..., số giá trị độc nhất: 7 W9_2014: ['0.68%', '15.37%', '9.39%', '2.82%', '9.68%', '11.65%', '22.23%']..., số giá trị độc nhất: 7 W9_2015: ['2.79%', '11.87%', '9.00%', '3.61%', '16.81%', '10.39%', '22.92%']..., số giá trị độc nhất: 7 W9_2016: ['1.36%', '9.03%', '11.06%', '3.60%', '16.74%', '18.81%', '18.12%']..., số giá trị độc nhất: 7 W9_2017: ['2.44%', '31.41%', '14.24%', '1.91%', '8.49%', '10.05%', '7.29%']..., số giá trị độc nhất: 7 W9_2018: ['0.65%', '10.86%', '11.65%', '4.75%', '5.90%', '6.75%', '36.20%']..., số giá trị độc nhất: 7 W9_2019: ['2.36%', '15.77%', '12.24%', '3.83%', '11.77%', '9.85%', '20.78%']..., số giá trị độc nhất: 7 W9_2020: ['1.21%', '7.20%', '9.85%', '2.47%', '9.84%', '8.77%', '37.41%']..., số giá trị độc nhất: 7 W9_2021: ['0.45%', '8.07%', '15.06%', '4.77%', '6.03%', '7.24%', '33.87%']..., số giá trị độc nhất: 7 W9_2022: ['0.55%', '11.75%', '12.03%', '5.23%', '10.71%', '5.35%', '26.95%']..., số giá trị độc nhất: 7 W9_2023: ['0.69%', '10.14%', '16.19%', '5.38%', '6.43%', '7.55%', '29.36%']..., số giá trị độc nhất: 7 W9_2024: ['0.30%', '8.77%', '13.24%', '3.17%', '8.09%', '7.93%', '37.69%']..., số giá trị độc nhất: 7 W9_2025: ['0.43%', '9.98%', '15.92%', '1.70%', '7.08%', '7.24%', '37.18%']..., số giá trị độc nhất: 7 W9_TRUNG BÌNH: ['+1.01%', '+13.52%', '+12.32%', '+3.42%', '+9.27%', '+9.07%', '+28.21%']..., số giá trị độc nhất: 7 W9_TRUNG VỊ: ['+0.67%', '+11.81%', '+12.13%', '+3.38%', '+8.42%', '+7.95%', '+26.93%']..., số giá trị độc nhất: 7 Các bản ghi bị trùng:
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|
Accessing file: detail_industry_performance_processed.csv detail_industry_performance_processed.csv
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Chăm sóc sức khỏe | Hiệu suất ngành | -4.42% | +1.47% | -2.49% | +1.49% | +1.32% | +2.35% | -6.92% | -2.24% | -6.57% | -0.88% | +0.08% | +4.18% | -4.85% | -5.69% | -2.06% | -1.68% | -2.06% | -7.15% | -7.89% | -1.49% | +1.90% | +2.26% | -3.56% | +0.18% | +9.45% | -1.31% | +3.10% | +3.04% | +6.98% | +5.29% | +2.55% | +2.57% | +1.06% | +2.26% | +2.15% | -4.26% | +9.56% | +3.69% | -0.76% | +0.47% | -1.84% | +3.13% | +0.36% | +3.51% | +10.67% | +4.71% | +3.13% | +0.59% | +3.01% | +2.54% | +3.01% | -2.31% | -4.92% | +7.94% | +1.94% | +11.57% | -0.25% | -2.63% | +8.96% | +0.23% | -0.02% | +5.44% | -1.41% | -6.83% | +2.70% | +0.24% | -1.50% | +1.20% | +0.11% | +1.25% | -5.15% | +3.14% | +2.83% | +2.62% | +0.43% | +22.49% | +4.82% | -1.62% | +11.67% | -5.25% | +0.32% | +10.78% | +0.81% | +3.35% | +3.68% | +3.51% | +2.72% | +4.71% | -2.26% | +0.32% | +13.94% | +5.42% | -3.28% | +0.63% | +9.57% | +0.45% | +5.76% | -16.25% | +4.38% | -1.18% | -2.18% | +3.66% | +0.03% | +1.58% | +0.63% | +1.77% | -1.40% | +2.00% | -0.76% | -1.65% | -0.94% | +2.52% | +1.33% | -6.79% | -2.28% | +14.12% | -1.65% | -2.85% | +6.64% | -1.18% | +0.59% | -0.94% | -2.09% | -8.28% | -0.09% | +9.36% | -4.53% | -4.43% | -2.39% | +20.56% | -2.67% | -3.53% | +0.96% | +5.54% | -4.56% | +6.44% | +6.60% | +1.13% | -2.09% | +0.75% | +9.03% | +1.38% | +3.01% | +0.05% | -1.22% | +24.52% | +7.07% | +0.94% | +0.36% | +0.56% | +5.44% | -5.02% | +10.07% | +2.73% | +3.98% | +1.38% | -2.40% | +8.15% | -0.09% | +14.96% | -0.17% | -1.51% | -1.66% | -3.52% | -1.02% | -3.21% | +0.40% | +0.28% | +2.18% | +2.69% | +8.49% | +1.57% | -0.09% | -1.24% | +4.36% | +10.25% | -3.56% | +2.30% | -8.37% | +6.09% | -1.97% | -1.53% | +0.59% | +8.34% | +21.45% | -1.46% | -1.93% | -0.24% | +2.21% | -0.24% | -3.03% | +7.49% | -0.10% | +5.25% | +1.04% | -1.85% | +5.36% | -4.26% | +6.13% | +3.14% | +0.50% | -9.47% | -0.95% | -1.87% | +0.50% | +0.53% | +0.50% | +3.57% | -11.85% | +11.69% | +19.44% | +20.69% | -3.10% | +20.02% | +25.15% | -0.95% | +18.09% | -16.33% | +3.23% | +2.00% | +1.28% | +7.40% | +2.24% | +6.69% | +3.57% | +0.39% | -1.40% | +3.31% | +11.80% | -6.05% | -6.49% | +24.61% | +30.80% | -8.42% | -5.39% | +15.86% | +9.44% | -11.93% | +24.94% | +8.22% | +5.98% | +3.31% | -6.53% | +21.31% | +10.04% | +16.69% | +3.19% | -11.42% | +9.92% | -9.45% | +3.44% | +0.42% | +9.32% | +10.27% | -0.27% | -1.18% | +8.78% | +4.30% | +3.44% | -9.34% | -10.51% | +5.24% | +7.23% | +2.82% | -0.83% | -8.47% | +10.35% | -7.46% | +5.78% | +14.14% | +16.71% | +3.32% | -2.71% | +3.48% | +1.98% | +3.32% | +2.01% | -1.78% | -1.22% | +2.22% | +2.39% | +0.95% | +3.42% | +2.31% | -1.41% | +2.00% | 0% | +0.42% | +0.41% | -0.69% | +0.95% | -0.05% | +0.75% | +0.68% | +3.28% | +3.32% | +0.19% | +4.08% | +6.63% | -0.98% | +0.67% | +1.29% | +2.34% | +1.07% | -8.54% | +2.30% | -1.71% | -0.89% | +0.63% | +0.09% | +0.91% | +1.07% | -2.28% | -2.79% | +1.54% | +9.08% | -1.85% | -0.68% | -0.98% | +0.64% | +3.02% | +0.51% | -3.59% | +1.45% | 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-2.91% | +2.15% | +4.19% | -1.02% | -1.44% | -1.43% | +0.04% | +2.52% | +0.86% | +0.72% | +6.83% | +4.99% | -0.90% | +1.96% | +1.22% | +0.86% | -4.38% | -0.35% | +2.08% | -0.03% | -1.31% | -1.02% | +1.74% | +3.62% | +0.10% | +0.75% | -1.61% | -2.55% | +1.31% | -0.38% | -0.30% | -0.16% | -0.30% | -0.63% | +0.35% | +1.44% | +0.73% | -2.35% | -2.20% | -0.80% | +0.94% | -0.70% | +0.76% | +3.02% | +2.50% | +0.82% | -0.38% | +0.21% | +0.25% | +0.35% | +1.45% | +0.47% | +0.41% | -1.06% | -1.85% | +1.66% | -2.84% | +0.97% | -2.47% | +0.85% | +1.88% | +3.03% | +0.97% | -0.40% | +0.91% | +0.27% | +0.85% | -0.05% | -3.30% | +5.30% | +0.15% | +0.82% | -0.79% | +0.28% | +0.33% | +1.07% | -0.18% | +2.88% | -3.11% | -1.14% | +2.45% | +0.10% | +0.32% | +0.15% | -0.05% | -0.97% | -0.30% | +3.75% | +2.12% | +1.49% | +1.17% | +1.67% | +0.07% | +1.69% | -0.20% | +0.95% | +1.17% | +3.11% | -1.56% | +3.71% | +0.93% | +3.96% | +1.97% | +3.30% | +1.03% | -3.85% | +2.71% | +7.27% | -4.97% | +0.03% | +0.66% | 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| 1 | Công nghiệp | Hiệu suất ngành | -12.95% | -4.85% | +0.80% | +7.00% | -1.02% | +9.81% | +12.56% | +12.48% | -6.68% | +0.01% | -3.47% | +12.54% | -2.77% | -8.61% | +7.47% | +1.49% | +0.01% | -0.83% | -18.83% | -2.75% | +10.09% | +3.61% | -1.44% | +22.74% | +9.12% | +3.92% | -5.08% | +13.32% | +3.99% | +8.77% | +8.39% | +7.11% | +4.14% | +3.99% | -0.22% | -7.56% | +14.85% | +4.60% | -6.96% | +4.23% | +3.30% | +16.65% | +5.69% | +0.22% | +12.34% | +0.51% | +4.51% | +3.82% | +4.84% | +4.06% | +4.23% | -7.42% | -6.89% | +2.07% | +14.22% | +8.19% | +2.27% | -1.87% | +6.78% | +4.16% | +4.42% | -7.51% | -4.03% | -8.77% | +6.17% | +9.10% | +4.01% | +1.56% | +3.14% | +0.87% | -12.13% | +12.84% | +5.19% | +15.77% | +2.19% | +4.86% | +7.27% | -0.88% | +2.77% | -11.18% | +12.21% | +11.30% | -5.63% | +7.08% | -0.66% | +3.24% | +3.82% | +5.09% | -7.39% | +9.01% | +1.20% | +7.30% | -3.19% | +7.30% | +1.08% | +2.63% | +0.65% | -17.39% | +4.13% | +4.81% | +0.08% | +7.32% | +0.35% | +1.51% | +2.63% | +15.49% | -10.08% | +13.99% | -6.64% | -9.10% | +2.51% | +3.44% | -2.68% | -15.10% | -1.16% | +29.46% | -3.26% | -10.18% | -2.51% | +0.32% | +0.30% | -2.51% | -7.74% | -22.57% | -8.67% | +16.07% | -5.90% | +0.89% | +1.03% | -3.46% | -8.51% | +2.09% | +1.21% | -0.23% | -4.39% | +6.78% | +18.45% | -1.00% | -0.23% | -0.23% | +3.94% | -4.14% | -4.87% | +3.04% | +2.88% | +7.89% | +0.68% | +9.74% | +9.11% | +1.90% | +12.67% | -7.54% | +1.13% | +16.47% | +3.51% | +2.88% | -4.35% | -9.87% | -3.84% | -1.23% | +7.05% | +2.79% | +0.73% | +0.23% | -5.14% | +1.42% | -4.34% | -3.12% | +9.99% | +4.93% | -3.92% | -0.58% | -1.23% | -17.28% | +5.61% | -8.71% | -1.68% | +8.56% | -4.60% | +3.79% | +10.25% | +6.33% | -1.49% | +12.27% | +16.81% | +7.83% | -0.51% | +4.40% | +2.77% | +4.40% | -1.49% | -3.68% | -9.85% | +1.46% | +3.82% | +5.62% | +9.65% | +11.85% | +5.70% | -1.87% | +8.54% | +4.14% | -8.07% | -2.07% | -2.70% | +1.40% | +1.46% | -1.86% | -24.23% | +25.55% | +21.59% | +34.40% | +1.17% | +10.41% | +15.78% | +5.96% | +8.01% | -32.14% | +12.13% | +6.42% | +0.27% | +25.38% | +3.68% | +7.25% | +8.01% | +6.31% | -27.64% | -0.20% | +3.09% | -11.87% | +6.41% | +12.75% | -5.41% | -14.76% | +10.09% | +33.52% | +8.76% | -20.60% | +5.27% | +38.41% | +2.94% | +5.27% | -22.06% | -8.31% | -20.86% | -1.47% | +20.64% | +3.57% | +14.63% | +23.58% | +6.61% | -1.96% | +16.56% | +17.85% | +9.03% | +2.24% | -2.40% | +3.84% | +3.57% | -13.86% | -28.61% | +12.59% | +23.21% | -4.59% | +12.81% | +42.72% | +43.17% | +2.49% | -4.86% | +22.88% | +17.62% | +10.53% | +2.85% | +20.69% | +10.64% | +12.59% | +8.35% | -8.07% | +3.61% | -3.43% | +0.80% | +2.57% | +2.25% | +2.84% | -0.60% | +0.30% | +6.80% | +2.77% | +1.96% | +2.29% | +0.48% | -0.83% | +1.38% | +2.10% | +5.26% | +3.68% | +1.77% | +6.96% | +3.15% | -1.64% | +2.02% | -2.64% | -3.68% | +1.52% | -14.83% | +0.63% | +0.53% | -1.36% | +5.28% | +1.19% | +0.44% | +1.52% | -3.44% | +1.48% | +6.10% | -2.15% | +6.21% | -0.29% | +0.25% | -0.45% | -2.55% | -0.92% | -0.55% | +0.17% | -0.40% | -0.80% | -0.54% | +0.14% | -0.45% | -3.42% | -2.77% | -5.29% | +0.48% | -2.07% | -3.63% | +5.90% | +0.25% | +9.39% | -0.80% | -5.23% | -1.31% | +1.10% | -0.69% | +1.13% | -0.47% | -0.80% | +1.49% | -3.47% | +2.38% | +0.06% | -3.43% | -0.52% | -4.49% | -0.31% | -4.67% | -2.15% | +0.16% | +3.82% | +1.29% | +0.10% | +0.07% | -0.64% | +0.06% | +6.31% | +0.06% | +6.23% | -1.64% | +1.85% | +3.19% | +3.89% | -1.11% | -2.95% | +0.38% | +11.75% | -0.41% | -2.39% | -2.26% | +1.70% | +1.64% | +0.38% | +1.13% | -3.13% | +0.09% | -4.05% | -9.39% | +0.57% | -1.08% | -0.83% | -3.72% | -0.90% | +6.69% | -2.53% | -1.95% | -1.09% | -4.51% | -1.65% | -1.09% | +3.81% | -6.26% | +4.72% | -1.14% | +1.41% | -0.61% | +0.82% | -0.47% | -4.69% | +1.54% | +2.75% | -1.42% | -7.36% | +0.75% | +3.23% | -0.19% | +0.75% | +0.75% | +0.19% | +2.31% | +1.03% | -0.22% | -0.23% | +2.07% | -0.66% | -0.82% | +0.09% | +1.66% | -0.82% | +1.28% | -0.65% | +6.14% | +0.81% | +0.19% | +2.99% | -1.62% | +1.67% | +4.67% | -10.65% | -2.27% | -0.72% | +1.89% | +4.00% | -2.57% | +0.34% | -0.56% | -1.73% | +4.69% | +4.74% | +0.32% | +0.34% | -4.68% | +3.99% | +0.38% | +6.29% | +5.00% | -1.92% | -0.95% | +1.30% | +1.14% | -0.65% | +0.99% | +0.76% | -7.79% | -1.80% | -12.31% | +0.30% | -2.68% | -0.92% | -0.04% | -0.80% | -1.19% | +1.79% | -0.72% | +0.36% | -6.55% | +1.75% | +0.88% | -1.98% | -0.80% | -12.87% | -9.73% | +2.91% | +4.49% | +4.46% | +2.26% | +0.91% | -2.97% | -9.33% | +1.78% | +1.68% | +0.18% | +1.66% | -1.44% | +0.99% | -1.00% | +0.99% | +12.72% | -7.80% | -2.68% | +4.73% | +3.59% | +1.90% | -0.21% | -1.30% | +0.92% | +1.05% | -0.07% | +0.45% | +2.42% | +3.25% | +4.58% | +1.57% | +1.05% | -1.76% | +3.65% | +2.36% | +0.96% | +0.14% | +2.50% | +3.59% | -1.17% | +11.03% | -0.73% | +5.14% | +1.95% | -0.76% | +1.51% | +6.38% | +2.32% | +1.95% | -1.69% | +8.23% | +1.01% | +1.76% | +2.02% | +1.98% | +2.85% | +2.90% | -0.95% | +2.47% | -0.12% | +2.35% | -0.73% | -1.25% | +9.17% | +2.00% | +1.98% | +4.56% | -4.58% | -4.12% | -3.22% | -1.50% | -1.29% | -0.26% | -0.72% | -0.90% | +4.06% | +1.55% | +1.72% | -6.72% | +1.51% | +9.23% | -0.05% | -0.72% | -0.73% | -2.72% | -3.34% | -4.33% | +2.15% | -0.46% | -0.65% | +0.12% | -1.22% | +3.08% | -1.73% | +2.93% | -0.45% | -1.45% | -8.18% | -1.13% | -0.73% | -0.28% | -5.99% | -2.93% | +0.42% | +5.44% | +1.97% | +3.79% | -0.07% | -7.35% | -1.37% | -0.78% | +3.80% | +1.25% | +1.32% | +2.56% | +0.12% | +0.42% | -2.94% | -0.93% | +2.52% | +1.34% | +0.99% | +1.41% | +4.01% | +0.81% | -2.47% | +0.52% | +1.43% | -5.98% | -0.18% | +4.28% | -1.11% | +0.25% | +0.81% | +2.63% | -2.21% | +2.73% | +1.27% | +2.91% | -0.25% | -2.93% | -1.49% | +0.99% | +0.39% | +0.55% | -0.41% | +1.87% | -1.81% | -8.07% | -0.26% | +0.39% | +7.35% | -2.57% | +0.00% | +1.20% | +3.02% | +3.33% | -2.02% | -0.08% | -1.26% | +4.58% | -1.81% | +1.38% | +1.98% | -0.08% | -0.13% | -1.26% | +0.85% | -0.04% | -2.85% | -1.49% | -5.49% | -2.52% | -1.46% | -0.31% | -0.17% | +1.14% | +0.73% | +1.73% | -4.51% | -1.20% | +4.03% | +0.31% | +2.46% | -0.64% | -0.31% | -2.42% | -3.44% | -0.32% | -0.08% | -1.22% | +0.13% | -0.51% | +0.84% | +5.35% | -0.25% | -3.73% | +3.37% | +3.80% | +2.56% | -0.14% | +0.26% | -0.14% | -4.89% | -2.27% | +1.70% | -1.18% | +3.83% | +0.32% | -5.09% | -1.10% | +2.75% | +0.91% | +4.80% | +6.07% | +3.61% | -1.14% | -2.13% | +0.41% | +0.32% | -9.86% | -4.96% | +0.04% | +1.73% | +1.37% | -0.50% | +4.12% | +1.22% | +1.33% | -2.58% | +1.27% | +6.47% | +1.09% | -2.95% | +3.68% | +0.10% | +1.22% | -0.38% | +3.56% | -8.34% | -2.24% | +1.61% | -2.99% | +2.18% | +4.34% | +0.08% | +0.29% | +0.85% | -0.54% | +1.28% | +0.20% | +3.12% | +0.20% | +0.29% | -11.48% | +2.69% | -2.27% | -1.55% | +2.11% | -0.15% | +1.50% | +4.65% | -0.05% | +0.34% | +3.49% | +3.00% | +1.91% | +1.75% | +0.50% | +0.43% | +1.50% | +12.50% | +8.70% | -1.00% | -1.08% | +2.08% | -2.26% | +2.50% | +0.46% | -2.43% | -2.84% | +2.83% | +1.46% | -0.25% | +1.54% | -1.33% | +1.39% | +0.46% | +0.37% | +0.33% | -3.18% | +0.77% | +0.28% | +1.56% | +3.52% | +2.62% | +2.17% | -1.59% | +2.38% | +3.76% | -0.93% | -1.48% | -0.87% | +0.65% | +0.37% | +0.78% | -1.09% | -3.65% | -4.33% | -0.74% | +0.03% | +1.08% | +5.68% | +3.63% | +2.35% | +1.73% | +0.29% | +0.32% | -0.63% | +1.35% | +0.45% | +0.32% | -2.83% | -0.14% | -2.39% | +4.60% | +2.03% | +3.70% | -0.94% | +2.53% | +2.32% | +0.59% | +0.88% | -0.16% | -0.64% | -1.49% | -1.08% | +0.47% | -0.14% | -5.61% | -2.36% | +4.59% | +3.98% | +1.44% | +0.64% | -0.81% | -1.67% | +0.45% | -2.00% | +0.30% | +1.92% | -3.11% | +2.74% | +1.75% | +4.81% | +0.44% | +0.54% | -3.66% | -4.40% | -1.52% | +3.10% | +2.13% | +0.33% | +4.52% | -1.23% | -2.83% | -0.61% | +2.44% | -0.65% | -6.92% | -1.45% | -2.48% | -0.88% | -1.23% | -3.11% | -2.30% | +3.92% | +0.82% | +0.20% | +2.74% | +1.67% | +3.47% | -3.13% | +0.03% | -0.88% | +3.79% | -2.04% | +2.42% | +5.05% | +0.84% | +0.82% | -2.59% | -3.62% | +0.09% | +4.11% | -3.76% | +1.86% | +2.55% | +3.83% | -0.25% | -0.01% | -1.15% | +1.71% | -0.30% | -2.99% | +1.22% | +0.05% | -0.01% | -7.62% | -1.49% | -1.95% | +0.54% | -0.87% | +3.47% | +2.66% | +7.15% | -2.40% | +0.86% | +1.11% | +0.85% | -0.12% | -3.99% | +0.91% | -0.06% | +0.54% | +1.01% | +1.97% | -3.09% | +0.87% | +1.51% | +2.30% | +3.39% | +0.45% | +3.49% | +0.01% | -3.16% | +6.13% | -0.11% | +1.36% | +1.68% | +1.19% | +1.36% | -0.40% | -5.08% | +0.27% | +4.00% | +1.79% | -1.53% | +0.05% | +1.41% | -0.95% | -1.02% | +2.39% | +0.23% | -1.40% | +2.87% | +4.10% | +0.45% | +0.23% | -8.85% | -5.45% | +1.72% | +1.13% | +1.71% | +0.77% | +5.22% | +3.11% | +0.45% | -0.28% | +5.96% | +2.30% | -1.14% | +1.47% | +0.11% | +0.55% | +1.13% | -1.52% | -4.68% | -0.32% | +2.70% | -1.09% | +1.26% | +5.11% | +1.82% | +0.65% | -2.61% | +3.78% | +0.19% | +0.83% | -0.54% | +0.76% | +0.42% | +0.65% | +3.45% | -2.94% | -0.93% | +1.06% | +1.18% | -0.67% | +13.11% | +3.43% | +2.09% | -1.83% | +0.42% | +0.52% | +5.20% | +0.91% | +2.24% | +1.82% | +1.06% | +14.79% | -1.06% | +2.85% | +3.39% | +0.70% | -1.22% | -0.97% | -2.07% | +2.68% | +0.26% | +2.55% | -1.51% | +7.94% | +0.28% | -1.48% | +1.81% | +0.28% | -9.39% | -1.51% | +0.57% | +1.60% | -0.62% | -0.18% | +2.25% | +3.28% | +2.86% | +0.89% | +0.25% | -6.07% | +1.28% | +4.01% | +1.16% | +0.02% | +0.89% | -1.63% | -0.58% | +3.73% | -0.42% | -3.54% | +0.34% | -1.22% | -0.39% | +0.61% | +0.17% | +2.44% | -0.07% | +0.98% | -1.36% | -0.29% | -0.08% | -0.29% | -1.11% | -2.68% | +0.66% | +2.18% | -5.21% | +1.02% | +8.45% | +5.85% | -1.03% | -0.80% | +3.44% | +0.41% | +1.96% | +0.76% | +4.32% | +1.22% | +0.76% | -5.19% | -4.05% | +6.96% | +0.05% | -2.46% | -0.32% | -1.96% | +10.24% | +3.37% | +0.52% | +1.16% | -1.19% | -2.38% | +3.36% | +1.26% | +0.62% | +0.05% | +1.04% | -1.06% | -0.63% | +3.60% | +3.14% | -0.93% | +0.07% | +2.43% | +3.64% | +1.14% | +1.03% | +1.23% | +1.04% | +0.84% | -0.63% | +4.89% | +4.91% | +1.53% | -1.04% | +1.15% | +1.23% | -6.25% | +1.74% | -6.03% | -7.35% | -1.69% | -2.02% | +3.01% | -0.38% | +0.84% | +1.07% | -1.17% | +7.97% | +1.66% | -1.38% | +0.95% | +2.79% | -7.38% | -2.78% | +3.86% | -1.35% | +1.97% | +4.44% | +0.82% | +1.07% | +0.38% | -1.14% | +0.73% | +7.67% | +2.04% | +0.92% | +6.23% | +1.39% | -0.46% | +0.32% | +6.50% | -0.54% | +1.31% | -2.48% | +1.63% | +0.83% | -6.08% | +9.39% | -3.23% | +0.99% | +2.71% | -0.39% | -0.26% | +0.97% | -0.60% | +3.37% | +4.96% | -0.38% | +0.41% | -1.27% | +0.76% | +0.08% | -0.59% | -4.64% | +4.06% | -0.76% | +4.73% | +1.55% | +0.33% | +3.72% | +4.91% | +0.22% | -7.67% | +4.19% | -0.16% | +0.01% | +3.16% | -1.21% | +0.74% | +0.27% |
| 2 | Nguyên vật liệu | Hiệu suất ngành | -1.69% | -0.78% | +2.06% | +1.68% | +0.46% | +3.99% | -3.57% | -3.40% | -5.93% | -0.22% | +6.25% | +11.98% | -18.58% | -12.18% | -2.67% | -1.51% | -0.78% | -1.37% | -13.75% | -0.95% | +4.58% | -0.32% | -2.91% | -0.35% | +7.71% | -5.67% | +0.19% | +16.13% | -2.36% | -0.99% | +14.63% | -0.77% | +0.92% | -0.77% | +3.10% | -7.01% | +7.81% | +0.29% | +0.59% | +2.82% | -0.22% | +6.15% | -1.57% | -4.66% | +20.25% | -3.19% | +0.60% | +4.59% | +2.71% | +2.15% | +0.60% | -4.36% | -0.94% | +5.53% | +12.44% | +8.39% | -1.36% | -6.07% | -0.58% | +18.87% | -5.40% | -0.96% | -6.43% | -11.40% | +14.46% | +0.59% | -0.09% | +1.42% | -0.76% | +7.53% | -11.10% | +11.47% | -1.13% | +6.16% | -0.13% | +1.38% | +3.19% | -1.57% | +5.60% | +4.80% | +14.16% | +12.49% | -8.77% | +12.29% | +11.55% | +4.25% | +5.20% | +4.84% | -2.70% | +3.04% | +4.76% | +3.39% | -2.88% | +19.91% | +4.72% | -2.75% | +3.15% | -16.20% | +4.38% | +4.19% | +3.10% | +5.39% | -0.81% | +2.42% | +3.39% | +9.25% | -6.47% | +15.51% | +0.10% | -5.09% | +0.69% | -0.73% | -1.79% | -8.78% | -1.70% | +19.95% | +6.44% | -9.60% | +3.83% | -7.95% | +0.91% | -0.73% | -7.47% | -9.70% | -4.05% | +11.05% | -1.40% | -1.46% | -0.82% | +2.52% | -0.69% | +1.02% | +11.50% | +13.45% | -11.95% | +5.33% | +12.96% | +1.35% | -0.69% | +0.21% | +1.29% | -0.87% | -6.73% | +3.09% | +1.68% | +6.94% | +6.09% | -3.45% | -0.71% | -3.30% | +6.52% | -10.12% | +11.08% | -1.27% | +0.70% | +0.21% | -3.20% | -5.14% | -3.86% | -0.22% | +1.71% | +4.31% | +1.13% | -1.27% | +0.33% | +5.19% | -2.03% | -4.42% | +0.90% | +9.19% | -2.38% | +0.02% | -0.22% | -7.14% | +0.12% | +2.36% | +1.17% | +5.65% | -2.06% | +4.35% | +2.92% | +4.68% | +1.41% | +13.21% | +11.94% | +8.96% | +0.23% | +0.79% | +3.24% | +2.36% | -0.51% | -1.36% | -4.19% | +5.53% | -1.07% | -0.08% | +3.32% | +5.21% | +5.03% | -3.12% | +7.54% | +5.21% | -12.30% | -2.53% | +1.19% | +0.52% | -0.08% | +7.81% | -14.31% | +21.21% | +16.45% | +18.97% | -4.32% | +14.19% | +7.44% | +13.79% | +3.04% | -13.02% | +11.50% | +3.85% | +7.66% | +19.04% | +10.55% | +7.55% | +7.81% | +1.30% | -14.45% | +9.87% | +3.68% | -3.53% | +0.88% | +5.29% | +6.82% | -12.53% | -1.40% | +29.33% | +28.63% | -28.46% | +21.49% | +2.66% | +3.31% | +2.66% | -10.57% | -6.32% | -5.72% | +6.53% | +6.30% | +2.08% | +9.03% | +6.90% | +10.31% | +3.34% | +19.28% | +12.57% | -3.58% | +6.67% | -0.44% | +3.76% | +6.30% | -0.03% | -20.42% | +8.99% | +6.65% | +0.73% | +3.82% | -4.12% | +10.45% | -12.65% | -4.68% | +48.37% | +5.85% | -18.90% | +5.29% | -0.80% | +1.90% | +0.73% | +4.42% | -6.36% | -1.03% | +0.92% | -0.13% | +0.75% | +2.60% | +0.68% | -2.28% | +0.73% | +1.58% | +2.91% | +6.66% | +2.87% | -0.08% | -1.01% | +0.83% | +0.74% | +6.32% | +5.97% | -0.20% | +2.85% | +1.76% | -0.51% | +2.62% | +1.21% | -0.25% | +1.94% | -9.12% | +2.53% | +0.07% | -2.27% | +5.13% | +0.20% | +1.20% | +1.76% | -2.57% | -1.31% | +3.48% | +0.02% | +1.82% | -0.61% | +1.95% | +0.21% | -0.88% | +1.88% | -3.61% | +0.81% | -2.11% | -0.58% | -0.46% | -0.13% | -0.46% | -1.69% | -0.06% | -1.47% | +1.02% | +0.31% | -2.17% | +7.76% | +2.02% | +0.34% | -2.58% | -5.50% | -3.81% | +3.82% | +1.98% | +0.19% | +0.01% | +0.19% | +0.82% | -2.56% | +0.76% | +3.42% | -0.11% | +0.08% | +0.62% | +0.23% | +0.90% | +1.68% | +2.96% | +4.53% | -0.95% | +2.29% | -3.19% | +0.76% | +0.76% | +3.20% | -0.42% | +5.50% | -1.21% | -1.16% | +0.33% | +1.80% | -0.80% | -2.40% | -2.75% | +6.38% | +1.38% | -1.86% | -1.21% | +0.95% | +0.52% | -0.42% | -0.04% | -1.69% | +1.16% | -3.09% | -6.77% | +0.83% | +0.91% | -1.61% | -2.24% | -1.64% | +5.57% | +0.61% | -0.20% | +0.76% | -8.95% | -1.09% | -0.20% | +2.23% | -4.22% | +7.41% | +1.09% | +3.25% | -0.60% | +1.03% | +0.39% | -5.25% | +1.06% | +0.97% | -0.46% | -8.51% | +1.97% | +3.45% | +0.25% | +1.03% | +1.31% | +0.31% | +2.87% | +0.69% | -0.54% | -0.30% | -1.33% | +0.30% | +0.67% | +0.05% | +2.38% | +2.32% | -0.23% | -0.04% | +0.66% | +0.61% | +0.31% | -1.19% | +0.05% | +1.94% | +2.13% | -5.75% | -1.24% | -1.89% | +1.51% | +1.09% | -2.61% | +3.10% | +1.71% | -4.56% | +3.91% | +5.47% | +0.24% | +1.09% | -3.47% | +2.69% | +0.75% | -0.43% | +3.04% | -3.99% | +1.99% | +4.08% | +0.27% | +0.04% | +0.50% | +0.51% | -3.79% | +0.13% | -9.66% | +0.87% | -0.21% | -2.33% | +1.31% | -0.96% | -1.14% | +1.97% | +0.40% | +2.14% | -15.37% | -2.28% | +4.28% | -1.64% | -0.21% | -7.89% | -6.01% | +3.93% | +3.53% | +4.07% | +1.91% | +0.17% | +0.53% | -3.84% | +0.37% | +5.48% | +1.72% | +7.65% | +1.10% | +1.30% | +0.93% | +1.30% | +6.66% | -3.58% | -2.60% | +3.41% | +0.74% | +0.24% | -1.15% | +1.49% | +3.76% | +1.29% | +2.12% | +4.70% | +1.27% | +4.08% | +0.73% | +1.54% | +1.29% | -1.71% | +4.44% | +1.74% | -2.31% | -0.88% | -0.15% | +3.68% | +1.59% | +4.26% | +0.77% | +0.68% | +6.07% | -0.39% | +2.64% | +1.08% | +1.43% | +1.08% | -2.02% | +1.65% | +0.57% | -1.17% | +2.78% | +2.22% | +0.46% | +1.43% | -1.50% | -1.04% | -2.04% | -1.27% | +1.43% | -0.10% | -1.79% | -0.03% | -0.10% | +2.98% | -2.92% | -1.46% | -3.07% | -0.72% | -0.92% | +0.62% | +0.50% | -3.16% | +0.46% | +2.57% | +5.16% | -7.36% | +5.58% | +2.91% | +0.08% | +0.46% | +0.07% | -1.47% | -1.63% | -0.34% | +1.22% | -1.25% | +0.47% | +2.09% | -3.94% | -0.89% | -1.31% | -1.59% | -3.42% | +1.19% | -3.36% | -0.94% | -1.25% | -1.06% | -2.34% | -1.31% | +0.28% | +2.46% | +2.13% | +3.29% | +1.30% | -4.51% | +2.29% | -0.51% | +2.14% | -0.85% | +4.68% | +2.53% | +0.70% | +1.30% | -1.68% | -0.88% | +1.04% | +0.51% | -1.15% | -0.57% | +4.27% | -0.27% | -1.12% | -0.58% | +1.21% | -8.74% | -2.98% | +1.52% | +2.57% | -0.46% | -0.57% | +1.59% | -2.18% | +1.33% | +2.28% | +3.69% | +2.54% | -4.39% | -3.11% | +2.67% | +0.23% | +1.45% | -0.66% | +4.25% | +1.92% | -3.94% | +0.51% | +1.45% | +3.22% | -2.57% | +1.70% | +4.65% | +2.48% | +2.80% | -3.64% | +1.93% | +3.56% | -0.08% | -2.29% | +1.96% | +0.91% | +0.98% | -2.42% | -3.57% | +0.60% | +1.34% | -0.62% | -0.38% | -4.08% | -2.49% | -2.02% | +3.89% | -0.68% | +1.47% | +2.31% | +3.68% | -5.10% | -0.34% | +0.66% | +0.55% | -3.00% | -0.41% | -0.38% | -1.41% | -0.21% | -0.61% | +0.06% | -1.31% | -1.83% | +1.22% | -0.43% | -0.35% | +1.61% | -2.11% | +4.38% | -0.62% | -1.07% | -1.56% | -0.28% | -0.61% | -1.93% | -1.60% | +2.62% | +1.76% | +0.59% | +1.21% | -4.53% | +0.25% | +1.33% | +3.31% | +6.49% | +3.19% | +4.66% | +0.21% | -2.05% | +1.03% | +1.21% | -6.17% | -4.60% | +3.37% | +2.15% | +1.30% | -0.97% | +4.63% | +1.13% | +1.07% | -1.29% | +1.67% | +2.16% | +2.27% | -4.83% | +2.41% | +0.29% | +1.30% | +1.52% | +2.67% | -5.37% | -1.61% | +2.81% | -1.93% | +1.54% | -0.83% | +1.37% | +1.22% | +3.23% | +2.45% | -0.74% | +0.23% | +1.78% | +0.56% | +1.37% | -7.19% | +0.42% | +1.77% | -1.87% | +1.70% | +0.54% | +1.45% | +2.08% | +2.36% | -3.76% | +1.25% | -0.08% | +1.99% | +6.29% | -0.09% | +0.46% | +1.25% | +8.62% | +4.48% | +0.28% | +1.21% | +3.10% | -1.85% | +1.01% | +2.44% | -1.10% | -3.97% | +1.79% | +5.32% | +0.56% | +4.55% | -1.26% | +1.68% | +1.21% | -0.33% | +2.94% | +0.33% | +1.13% | -2.31% | +1.03% | +1.13% | +1.80% | +0.85% | +0.58% | +0.86% | +2.43% | -1.20% | -1.40% | -0.44% | +0.49% | +0.85% | +2.18% | -3.19% | -2.47% | +0.71% | -1.99% | -0.41% | -1.49% | +0.06% | +3.58% | +1.20% | +2.22% | +2.28% | -1.78% | -0.55% | +1.75% | +0.14% | +0.06% | -1.96% | -0.12% | -2.36% | +2.09% | +0.82% | +2.01% | +1.82% | +0.96% | +1.65% | -0.77% | +0.67% | -2.10% | -2.33% | -4.93% | +1.15% | -0.23% | +0.67% | -4.27% | -0.54% | +4.75% | +0.10% | +6.28% | -0.37% | -2.41% | -2.73% | +3.51% | -1.16% | +1.76% | +5.40% | -4.05% | +5.37% | +1.87% | +2.94% | +1.03% | +0.93% | -2.35% | -1.89% | +0.64% | +0.59% | +1.80% | -1.10% | +2.26% | -0.71% | -1.49% | +0.20% | +2.00% | +2.08% | -7.47% | -0.49% | -1.59% | -0.50% | -0.49% | +0.56% | -0.39% | +1.13% | +0.38% | +0.32% | +0.83% | -3.29% | +0.99% | -2.60% | -0.27% | +4.36% | +3.69% | -12.66% | +3.50% | +1.81% | -0.11% | +0.56% | -0.25% | -0.79% | +0.62% | +0.19% | -3.44% | +0.95% | +0.56% | -1.36% | -0.15% | -1.41% | +1.54% | +3.45% | +5.49% | -5.65% | -0.75% | -0.07% | -0.15% | -3.90% | -0.86% | +0.39% | +0.58% | +0.82% | +0.78% | -0.67% | -1.27% | -3.77% | +2.36% | +2.10% | +0.81% | -7.95% | -4.65% | -3.58% | -1.25% | -0.67% | +2.60% | +1.60% | -3.31% | +0.47% | +0.43% | +0.77% | -0.34% | -2.52% | +1.98% | -1.45% | -1.96% | +2.50% | -1.80% | +2.04% | +0.46% | +0.10% | +0.46% | +1.32% | -4.42% | +1.69% | +1.05% | +1.78% | -1.06% | -1.61% | +2.66% | -3.10% | +1.80% | +2.34% | +0.32% | -6.96% | +4.65% | +0.96% | +0.10% | +1.05% | -5.88% | -4.74% | +0.06% | +1.34% | +0.01% | +0.91% | +4.16% | +1.87% | -1.34% | -0.48% | +5.09% | +1.47% | -11.86% | +0.73% | -2.48% | -0.74% | +0.06% | -1.95% | -3.43% | +0.20% | +1.35% | -0.78% | +0.90% | -1.94% | +1.27% | +1.08% | -0.70% | +7.24% | -6.33% | +3.98% | +0.01% | +0.12% | +0.07% | +0.12% | +2.38% | -0.32% | -0.27% | +0.51% | -1.30% | -2.15% | -0.33% | +3.50% | -2.34% | -0.15% | +1.72% | +0.64% | +2.49% | +1.78% | +1.73% | +0.53% | +0.51% | +5.70% | -1.21% | +0.94% | -0.26% | +2.92% | +0.07% | -0.93% | +0.38% | +2.20% | -1.44% | +2.47% | -1.82% | +15.59% | +1.97% | +2.67% | +1.95% | +0.94% | -8.25% | +3.07% | +2.11% | -0.63% | -0.66% | -0.90% | +0.71% | +8.16% | -0.34% | +3.35% | -0.39% | -5.48% | +1.62% | +0.61% | +0.61% | +0.24% | +0.61% | -0.06% | -0.82% | +1.48% | -0.94% | -1.38% | -0.05% | -1.25% | +1.47% | -0.49% | +0.54% | +2.50% | +0.34% | +0.50% | -2.42% | -0.61% | -0.08% | -0.06% | +1.87% | -2.54% | +2.84% | +0.44% | -5.07% | +0.42% | +1.19% | +1.36% | -2.94% | -2.75% | +4.72% | +1.18% | +4.15% | +1.08% | -0.12% | +0.39% | +1.08% | -2.84% | -4.69% | +2.35% | +1.17% | +1.60% | -0.35% | +0.67% | +2.54% | -0.29% | -0.10% | +6.41% | -0.74% | -6.21% | +3.18% | +2.39% | +0.34% | +0.67% | +1.59% | +0.23% | -0.11% | +2.76% | +1.18% | -0.22% | -0.96% | +1.70% | -0.44% | -1.79% | -1.57% | +0.22% | -0.11% | +5.50% | -0.82% | +4.93% | +3.06% | -0.59% | -3.05% | +0.79% | +0.97% | -3.46% | -1.25% | -5.51% | -12.59% | -3.18% | -2.73% | +2.78% | -1.01% | -0.82% | +7.42% | +0.02% | +2.86% | +1.67% | -1.98% | +1.29% | +3.08% | -5.60% | +1.70% | +5.19% | -2.59% | +1.57% | +4.30% | +1.46% | +1.67% | +3.93% | +0.03% | +0.30% | +2.19% | +3.33% | +0.89% | +4.39% | +5.93% | +1.13% | -1.96% | +9.07% | +1.38% | +1.66% | +3.52% | +2.55% | +1.92% | -4.85% | +7.28% | -3.32% | -0.25% | +0.00% | -1.39% | +1.13% | +1.54% | +2.11% | +7.19% | +0.30% | -1.12% | +0.68% | +2.04% | +0.81% | +0.49% | -3.68% | -5.24% | +3.64% | -1.36% | +2.44% | -1.40% | -0.05% | +0.19% | +2.12% | +0.73% | -0.21% | +3.27% | +0.83% | -1.17% | +6.04% | +1.24% | +0.46% | +0.46% |
| 3 | Năng lượng | Hiệu suất ngành | -0.90% | +0.40% | +2.22% | -0.35% | -2.20% | +6.08% | -8.63% | -2.07% | -14.52% | -1.49% | -1.76% | +24.90% | -17.71% | -17.26% | -9.22% | -2.83% | -1.76% | +6.50% | -10.94% | -1.72% | +8.14% | -17.37% | -11.74% | -4.76% | +18.49% | -2.98% | -1.31% | +15.32% | -14.55% | -7.68% | +14.99% | -4.61% | -0.95% | -2.98% | +4.40% | -8.07% | +10.48% | +3.70% | -15.08% | -13.75% | -6.20% | +24.92% | -7.70% | -6.51% | +47.45% | +8.95% | -8.36% | +0.29% | +16.33% | +3.39% | +0.29% | -11.50% | +3.28% | +7.43% | +17.92% | +24.15% | -6.39% | -10.39% | +3.85% | +15.79% | +0.55% | -3.34% | +2.57% | +0.47% | +29.92% | +2.92% | -7.33% | +4.37% | +2.75% | -2.19% | -1.71% | +12.89% | -7.55% | +10.74% | +0.93% | +3.07% | +4.86% | -10.18% | +6.81% | -0.26% | +39.80% | +15.54% | -3.98% | +7.86% | +3.43% | +5.00% | +3.25% | +0.89% | -0.44% | +3.00% | +1.80% | +1.19% | -17.79% | -0.77% | -8.14% | -10.77% | -4.68% | -32.25% | +43.38% | -2.16% | -2.62% | +3.72% | -4.09% | -1.71% | -0.77% | +7.21% | -1.77% | +7.85% | -4.29% | -3.20% | +16.50% | +5.07% | -5.46% | -15.24% | +15.87% | +33.67% | -15.95% | -23.64% | +4.50% | -6.93% | +0.95% | -1.77% | -6.59% | -13.22% | -6.66% | +25.78% | -0.16% | -3.89% | +16.35% | -5.01% | -11.66% | -3.16% | +14.68% | +17.09% | +21.12% | +14.20% | +23.49% | +5.49% | -0.16% | -2.19% | -8.89% | -0.88% | -5.20% | +2.14% | +4.63% | -1.53% | -4.85% | +4.17% | -3.46% | +7.55% | +22.45% | -2.44% | +4.50% | -2.68% | +0.89% | -1.53% | -4.89% | -2.12% | -3.84% | +3.89% | +16.85% | -1.18% | -9.50% | -0.01% | -3.57% | -9.68% | -10.40% | -8.17% | -11.35% | +14.96% | +2.76% | -1.75% | -3.57% | -7.79% | +0.82% | +2.52% | +6.93% | +18.76% | -17.00% | +8.00% | -0.29% | +15.55% | -10.12% | +13.81% | +3.23% | +11.61% | +5.50% | +4.62% | +3.74% | +4.62% | -1.41% | -5.16% | +1.29% | +10.01% | -0.54% | -3.86% | +2.56% | +2.37% | +19.18% | -1.66% | +11.44% | +12.30% | -20.36% | +12.50% | +3.24% | +2.79% | +2.37% | -12.67% | +1.07% | +24.91% | +10.99% | +39.13% | -22.33% | -8.36% | +0.04% | -7.20% | +2.37% | -34.68% | +105.59% | +13.58% | +21.48% | +15.14% | -8.07% | +9.94% | +2.37% | -2.04% | -22.33% | -0.23% | +14.11% | -1.28% | +17.15% | +20.39% | -14.55% | -22.00% | +8.32% | +64.86% | +20.50% | -9.77% | +24.70% | +11.86% | +7.31% | +8.32% | -13.54% | -6.41% | -0.15% | +22.22% | +38.02% | -21.14% | +0.24% | +2.06% | +32.80% | -20.17% | +13.65% | +6.45% | -21.20% | +36.44% | +10.99% | +5.35% | +2.06% | +10.19% | -17.80% | +10.98% | +11.76% | -31.37% | -19.25% | -18.37% | +44.96% | -23.45% | -9.11% | +67.06% | +16.27% | -30.38% | -4.58% | +0.74% | +0.51% | -4.58% | +7.28% | -2.15% | -2.77% | +0.16% | -4.52% | +1.19% | +3.38% | -1.75% | -6.95% | +4.02% | +8.22% | +29.97% | +2.51% | +1.44% | -0.48% | -3.14% | +2.27% | +0.67% | +3.93% | +8.72% | -2.32% | +3.40% | +2.84% | -4.62% | +4.95% | -1.64% | -2.39% | -0.14% | -16.42% | +2.76% | +1.29% | -4.38% | +1.63% | -0.98% | -0.16% | +1.29% | -3.56% | -6.26% | +8.80% | -2.80% | +0.01% | -6.46% | +0.99% | -0.19% | +4.54% | -6.20% | -4.95% | +0.87% | -4.35% | -3.48% | +0.18% | -1.53% | -2.80% | -3.54% | +0.07% | -1.96% | +2.16% | +3.77% | -8.43% | -4.52% | -2.26% | -12.09% | -2.55% | -10.99% | -0.49% | +0.97% | +0.86% | +1.54% | -2.50% | -1.96% | -0.01% | -0.77% | +0.48% | +2.07% | -0.38% | -0.32% | -4.38% | -1.56% | -4.39% | +5.29% | -0.07% | +11.64% | -2.76% | +4.35% | +3.72% | +0.86% | -0.07% | +4.20% | +4.59% | +3.61% | -2.70% | +2.96% | +1.10% | +1.09% | -1.29% | +2.24% | +1.16% | +13.17% | +1.02% | +0.85% | +0.51% | -0.67% | +2.12% | +1.10% | -2.37% | -1.87% | +2.82% | -3.74% | -8.36% | +13.02% | +1.15% | -2.48% | -3.63% | -1.67% | +7.33% | -5.87% | -4.39% | -3.16% | -10.01% | -1.55% | -2.48% | +4.60% | -6.13% | +0.75% | +0.11% | +1.17% | +4.85% | +3.82% | -0.22% | -10.03% | +10.64% | -1.09% | -9.30% | -20.25% | +2.89% | +0.38% | -1.19% | +0.38% | -1.97% | +2.16% | +3.65% | +0.86% | +1.08% | -2.99% | -0.95% | -4.23% | -7.69% | -0.67% | -1.42% | -6.64% | +0.98% | -0.14% | +0.53% | -1.16% | -0.67% | +2.32% | -0.32% | +1.21% | +3.11% | -5.77% | -1.10% | -1.13% | -0.71% | +5.26% | -0.35% | +5.17% | +1.33% | -1.34% | +5.68% | +7.81% | +1.41% | +1.21% | -10.20% | +3.73% | -1.20% | +3.16% | +7.13% | -3.94% | +1.54% | +9.88% | +1.12% | -1.88% | +0.93% | +1.33% | -3.84% | -0.99% | -10.91% | +1.46% | +0.65% | -5.82% | +3.62% | -0.50% | +8.93% | +4.96% | +9.45% | +2.48% | -13.56% | +2.49% | +3.22% | +0.11% | +1.46% | -12.59% | -4.37% | +3.79% | +7.37% | +2.11% | +6.71% | +8.05% | +2.66% | -14.08% | -4.83% | -1.14% | -3.43% | +24.12% | +4.43% | +9.64% | +1.90% | +2.66% | +10.69% | -7.11% | -4.33% | +11.00% | +3.09% | -3.30% | -0.12% | -3.27% | -2.05% | -2.06% | +0.77% | +7.00% | +5.32% | +1.61% | +0.69% | +1.20% | +0.69% | -4.68% | +5.63% | -1.32% | +2.05% | -1.82% | +3.04% | +7.04% | -3.12% | +5.70% | -0.31% | +19.21% | +31.12% | +13.11% | +0.24% | +3.09% | +5.26% | +3.04% | -1.47% | +2.05% | +2.50% | -0.58% | +1.31% | +6.38% | +5.65% | -1.44% | -4.28% | -2.02% | -8.74% | -4.38% | +10.01% | +2.80% | -2.08% | +0.38% | -0.58% | +1.69% | -6.45% | -0.67% | -1.31% | +0.12% | -3.20% | -9.07% | -1.72% | +0.04% | +0.63% | +6.29% | +7.72% | +3.06% | +1.32% | +4.94% | +0.23% | +0.12% | -1.89% | -2.35% | -0.77% | -5.33% | +3.20% | -1.35% | -0.63% | +2.51% | +2.07% | -1.78% | -2.93% | +0.06% | -17.25% | -0.41% | -8.13% | -2.33% | -1.35% | +1.74% | -12.99% | -2.58% | +2.90% | +2.02% | +3.94% | +2.69% | +2.81% | -6.99% | -1.30% | -1.96% | -1.59% | -2.72% | +2.02% | +5.27% | -0.45% | +1.74% | -1.73% | +3.57% | +0.99% | +2.53% | -0.23% | +0.90% | -2.57% | +0.62% | -4.83% | +1.52% | +2.40% | -19.30% | -16.05% | +4.71% | +4.06% | -1.56% | +0.90% | +2.31% | -1.62% | +3.17% | +1.42% | +8.95% | -3.67% | -1.85% | -3.58% | +6.71% | -4.41% | +0.37% | +5.72% | +1.05% | +0.45% | -3.77% | +0.75% | +0.45% | +0.49% | -2.94% | +4.55% | +8.85% | +10.20% | -0.95% | -11.16% | +0.30% | +6.85% | +3.37% | -3.86% | +17.85% | +6.03% | +5.02% | -2.33% | -4.57% | +2.36% | +1.93% | -2.28% | +4.01% | -4.39% | -3.22% | +2.54% | -0.81% | -3.50% | -0.48% | -0.62% | -1.19% | -7.33% | -2.62% | +10.09% | +3.50% | -4.06% | -0.69% | -1.19% | -2.55% | -2.78% | -0.52% | +1.78% | +1.65% | -1.43% | -3.15% | +9.10% | +14.48% | -5.48% | -8.05% | +11.06% | -2.54% | +6.51% | -0.07% | +1.20% | -0.52% | -4.15% | +0.19% | +0.67% | +3.02% | +3.03% | -2.62% | +1.42% | -3.04% | +6.92% | -8.42% | +8.14% | +4.06% | +2.74% | +1.79% | +2.18% | +1.06% | +1.79% | -5.23% | -8.73% | +4.10% | +3.81% | +4.90% | -7.77% | +11.37% | -1.64% | -9.85% | -2.84% | +1.62% | -0.55% | +5.33% | -9.26% | +2.95% | -0.79% | -0.55% | +1.45% | +1.97% | -5.39% | -0.22% | +5.98% | -13.77% | +0.64% | -1.78% | +5.67% | +0.48% | +2.37% | -4.23% | -2.34% | +3.62% | +1.18% | -0.29% | +0.64% | -8.65% | +2.77% | +2.99% | -1.23% | +4.17% | +10.95% | -2.24% | -2.66% | +1.80% | +1.49% | +3.03% | -2.70% | +3.13% | +7.15% | -0.07% | +1.33% | +1.80% | +11.82% | +8.39% | -0.66% | -0.17% | +0.69% | -5.81% | -3.55% | +0.62% | -2.01% | -4.07% | -0.04% | +7.44% | +2.40% | +8.92% | -3.24% | +1.38% | -0.04% | -4.37% | +2.65% | +2.61% | +0.39% | +5.24% | -0.40% | +3.41% | +0.12% | +8.55% | -3.16% | +1.39% | -0.80% | -5.17% | +4.52% | +1.52% | +1.10% | +1.39% | +4.45% | -7.77% | +1.41% | +3.40% | -2.33% | +1.33% | -6.74% | +0.60% | +5.65% | +6.62% | +3.15% | +9.18% | +0.74% | -5.85% | +4.12% | +1.20% | +1.41% | -2.69% | +1.25% | -2.01% | +4.07% | -2.41% | -0.09% | +2.12% | +1.98% | +6.06% | -2.43% | +1.29% | -1.28% | -2.22% | +4.96% | +2.09% | +0.71% | +1.25% | -6.36% | +1.65% | +5.34% | -1.15% | +7.30% | +0.56% | -3.62% | -3.22% | -0.98% | -1.82% | -4.10% | +13.95% | -6.72% | +7.79% | +2.59% | +2.62% | +0.86% | -0.21% | -1.61% | -3.96% | +4.19% | +2.55% | +2.02% | -2.14% | +4.92% | -0.85% | -1.15% | -3.59% | +2.26% | +7.17% | -14.74% | -6.70% | -2.28% | -0.93% | -1.15% | +1.37% | -0.07% | +1.68% | +0.13% | +1.08% | +9.94% | +3.39% | +1.46% | -10.10% | +5.97% | +5.18% | +3.04% | -5.66% | +8.31% | +1.57% | +1.82% | +1.57% | -0.92% | +0.36% | -2.00% | +2.01% | -9.73% | -1.98% | -1.75% | -0.27% | +0.45% | -2.46% | -1.01% | +8.69% | +2.88% | -2.65% | -4.39% | -0.85% | -1.01% | -1.74% | -0.91% | -0.69% | -1.13% | +2.30% | +0.25% | -3.25% | -2.73% | -10.98% | +3.42% | +0.77% | +1.60% | -3.73% | -8.84% | -5.39% | -2.07% | -1.13% | +1.43% | +3.51% | -4.12% | -2.83% | +1.13% | -1.90% | -2.83% | +3.58% | +5.90% | -2.58% | -5.36% | +7.18% | -8.92% | -0.79% | -0.20% | -0.45% | -0.79% | +4.04% | -7.54% | +3.73% | +1.39% | +0.57% | -1.83% | -8.29% | +5.07% | -4.15% | +2.47% | +3.53% | -1.89% | -4.57% | +3.34% | +1.71% | -0.16% | +1.39% | +0.03% | -1.41% | -0.06% | +1.92% | -1.44% | -5.54% | +1.72% | +1.86% | +3.24% | +1.43% | +4.24% | +3.22% | -12.68% | +0.36% | -10.87% | -0.93% | +0.36% | -7.48% | -0.71% | -0.77% | +3.63% | -4.26% | -0.20% | +0.09% | +8.85% | -1.46% | -3.18% | +8.25% | -11.30% | -10.16% | +1.31% | +2.57% | -0.99% | -0.71% | +4.84% | -0.99% | -1.21% | +2.00% | -12.92% | -2.51% | +1.30% | +0.86% | +1.05% | -2.07% | +1.04% | -5.51% | +3.87% | +2.40% | +2.75% | -0.34% | +1.04% | +8.84% | -2.42% | +1.14% | -0.13% | -0.06% | -3.11% | -0.25% | -0.13% | +4.04% | -2.49% | +5.40% | +0.42% | +19.19% | +0.40% | +5.78% | +2.44% | +0.40% | -6.23% | +2.80% | +0.21% | +7.58% | +0.39% | -9.45% | +3.71% | +13.60% | -3.88% | +13.11% | -3.93% | +4.86% | +5.00% | +2.17% | -3.56% | +1.76% | +2.17% | +1.56% | -4.45% | +2.21% | -1.16% | -16.98% | -7.23% | -6.30% | +7.67% | +1.59% | -1.93% | +8.80% | +3.93% | -5.54% | -3.14% | +6.80% | -0.94% | -1.16% | +0.64% | +2.12% | +3.63% | +2.35% | -2.86% | -6.24% | +0.42% | +8.33% | -6.25% | -4.70% | +9.23% | +2.40% | +3.89% | +0.92% | +1.40% | +1.02% | +1.40% | -1.93% | -8.27% | +3.13% | +2.85% | +3.51% | +2.82% | -3.13% | +4.78% | -6.85% | +0.98% | +5.61% | +2.68% | -6.89% | +1.57% | +0.69% | +0.10% | +1.57% | +0.96% | +2.10% | -0.19% | +1.79% | -2.63% | -0.60% | +1.60% | +8.91% | -0.06% | -3.41% | +0.85% | +0.85% | +0.85% | +0.30% | +1.83% | +12.76% | +1.33% | -1.23% | -6.38% | +15.58% | -0.57% | -12.22% | +6.19% | -8.71% | -20.49% | -3.12% | -6.06% | -1.00% | -1.45% | -1.00% | -0.11% | +1.12% | +1.72% | -1.57% | +3.93% | -4.05% | +2.73% | -21.46% | +2.48% | +18.85% | +1.96% | +1.24% | +1.01% | +0.60% | +1.24% | +1.56% | +5.02% | -0.20% | +4.00% | -1.22% | +3.64% | +8.31% | +11.14% | +1.69% | +3.58% | +10.31% | +4.41% | +1.00% | +0.46% | +3.84% | +3.61% | -2.54% | +10.43% | -1.33% | +3.96% | +6.63% | +1.86% | +0.53% | -0.59% | -0.08% | +8.78% | -3.84% | -1.70% | +1.42% | -0.03% | +1.68% | +0.25% | -3.59% | -3.66% | -0.78% | -5.12% | +4.06% | -1.68% | -0.13% | -5.24% | +15.04% | -1.94% | -4.21% | +4.39% | +7.49% | +0.18% | +5.29% | +1.96% | +0.75% | -0.46% |
| 4 | Tiêu dùng không thiết yếu | Hiệu suất ngành | -8.34% | -7.20% | +0.19% | -0.08% | +2.79% | +11.86% | -1.67% | -1.82% | -10.26% | -1.63% | -1.71% | +9.68% | -13.18% | -13.27% | -3.06% | -2.51% | -1.71% | -1.74% | -8.44% | +0.16% | +6.56% | +0.31% | -0.59% | +1.02% | +3.44% | -0.76% | -4.20% | +7.35% | +8.93% | -3.06% | +7.18% | -2.22% | +0.93% | +0.16% | +6.21% | +1.46% | +8.39% | +3.97% | -0.10% | -1.62% | -2.07% | +7.85% | -1.63% | +1.41% | +10.35% | +0.64% | -1.95% | +2.74% | +1.45% | +2.47% | +1.45% | -7.25% | -1.18% | +3.09% | +5.74% | +5.30% | +3.46% | -3.40% | -1.74% | +13.90% | -0.82% | -3.22% | +2.01% | -3.87% | +8.96% | +2.33% | +1.34% | +1.54% | +1.67% | +2.43% | -7.44% | +2.58% | +3.54% | +7.32% | +2.16% | -0.23% | +2.99% | +0.90% | +2.67% | -1.90% | +10.65% | +9.04% | -7.63% | +4.86% | +5.00% | +2.31% | +2.63% | +4.18% | +0.56% | +4.56% | +0.21% | +3.74% | -3.77% | +3.04% | +2.88% | -1.62% | +3.02% | -22.18% | +5.72% | +3.30% | -0.71% | +7.35% | +1.48% | +0.69% | +3.02% | +15.43% | -4.84% | +20.03% | -4.03% | -8.74% | +2.64% | +4.16% | +2.78% | -13.29% | +0.99% | +15.16% | -0.36% | -9.52% | +3.22% | -1.82% | +1.45% | +0.99% | -9.32% | -10.86% | -3.56% | +11.43% | -2.06% | -3.56% | +3.84% | +14.24% | -0.24% | +2.67% | +6.48% | +2.95% | -5.69% | +4.29% | +12.63% | +1.55% | +2.67% | -0.18% | +0.25% | -0.96% | +0.63% | +2.81% | -5.89% | +14.72% | +9.23% | +0.06% | -0.58% | -0.36% | +5.03% | -6.05% | +6.47% | +2.42% | +1.84% | +0.25% | -2.59% | -0.54% | -1.48% | +1.72% | +6.29% | -2.48% | -5.35% | -2.63% | +1.16% | +4.84% | -6.77% | -1.03% | -2.89% | +12.19% | +3.27% | +0.25% | -1.03% | -13.56% | +16.70% | -3.35% | +1.29% | +12.20% | -3.54% | -0.58% | +3.32% | +5.95% | +2.22% | +16.82% | +5.71% | +8.09% | +0.15% | +3.72% | +3.68% | +3.32% | -3.87% | -3.89% | -3.38% | +5.57% | +7.94% | +3.23% | -0.22% | -0.40% | +5.43% | +2.74% | +3.33% | +7.51% | -12.57% | -1.53% | -3.16% | +0.45% | -0.22% | -1.01% | -8.02% | +10.57% | +9.71% | +17.23% | +1.71% | -0.69% | +4.12% | +13.06% | +4.90% | -26.12% | +19.32% | +8.28% | -0.07% | +15.19% | +7.98% | +4.55% | +4.90% | +4.50% | -14.96% | +14.66% | +7.62% | -8.12% | -6.85% | +24.09% | +28.25% | -13.44% | +3.09% | +22.17% | +7.74% | -19.82% | +14.62% | +13.25% | +5.12% | +7.62% | -19.06% | +11.55% | -8.00% | +8.77% | +28.72% | -2.90% | -6.10% | +0.19% | +13.00% | +10.11% | +12.54% | +12.48% | -8.23% | +10.63% | +3.73% | +4.50% | +8.77% | -4.34% | -13.79% | +8.77% | +10.70% | +3.01% | +9.40% | -2.73% | +9.54% | -12.39% | -4.43% | +16.44% | +20.24% | -17.48% | -4.49% | -3.83% | +0.97% | -2.73% | +3.41% | -2.14% | -1.41% | -2.09% | +0.31% | -0.88% | -1.14% | +1.67% | -1.16% | +1.42% | -1.22% | +3.40% | +0.27% | +1.08% | +1.09% | +1.29% | +0.24% | +0.29% | +3.65% | +9.09% | +0.81% | +2.76% | +1.60% | -0.81% | -1.20% | +2.04% | -0.19% | +2.33% | -16.60% | -0.13% | +0.15% | -2.00% | +2.03% | +0.19% | +0.24% | +0.81% | -1.46% | -4.68% | +4.95% | -1.07% | +3.98% | +0.80% | +1.47% | -1.89% | +0.66% | -2.55% | +2.70% | +1.31% | -1.23% | -0.73% | +1.40% | +0.24% | +0.66% | -1.29% | -2.33% | -1.80% | +1.06% | -1.31% | -2.73% | +5.42% | +0.48% | +0.39% | -0.04% | -5.68% | -1.19% | +3.21% | +0.29% | +1.50% | -0.27% | -0.04% | +1.49% | +0.94% | +2.81% | +1.67% | -3.49% | +0.08% | -2.34% | +0.07% | -0.51% | +1.36% | +3.25% | +4.32% | +2.52% | +1.77% | -0.94% | +0.87% | +1.36% | +3.01% | -2.10% | +7.37% | -1.56% | -0.51% | +1.03% | -0.28% | -0.19% | -4.38% | -0.72% | +4.83% | +0.95% | -3.77% | +0.30% | +0.73% | +0.32% | -0.19% | +2.94% | -2.82% | +2.83% | -3.10% | -6.18% | +2.31% | +1.44% | +4.37% | -4.59% | -1.20% | +5.12% | -2.26% | +1.14% | +0.42% | -6.76% | -0.42% | +0.42% | +3.12% | -2.30% | +5.74% | -1.04% | +1.21% | -0.38% | +0.27% | -1.41% | -4.47% | +1.57% | -0.07% | +0.29% | -7.99% | +0.69% | +5.52% | +0.05% | +0.27% | +3.95% | +2.20% | +1.60% | -0.37% | -0.72% | -0.57% | +3.39% | +1.41% | +1.39% | -0.32% | -1.22% | -1.30% | -0.83% | -0.47% | +1.18% | +0.62% | -0.32% | +0.03% | -0.49% | +3.48% | +2.66% | -5.12% | -1.94% | -0.03% | +1.93% | +0.84% | -0.60% | +3.22% | -0.54% | -3.33% | +1.80% | +5.54% | +0.50% | +0.03% | -2.15% | +0.69% | +0.21% | -0.12% | +3.19% | -1.87% | +0.73% | +1.61% | +0.42% | -1.29% | +0.14% | +0.32% | -5.85% | +1.80% | -9.29% | +0.85% | -2.16% | -4.05% | +0.63% | +6.40% | +3.00% | +2.77% | +0.96% | +2.30% | -14.57% | -0.18% | +1.45% | -1.06% | +0.85% | -9.47% | -10.09% | +0.57% | +3.35% | +3.38% | +4.19% | -0.02% | +2.03% | -5.73% | +1.54% | +1.87% | +1.97% | +6.92% | +0.90% | +1.60% | +0.20% | +1.60% | +7.58% | -3.99% | +0.29% | +4.52% | +2.06% | -1.63% | +1.17% | +1.11% | +1.64% | -0.69% | +0.31% | -0.37% | +6.80% | +4.69% | +2.33% | +1.72% | +1.17% | -1.14% | +6.31% | +2.37% | +2.55% | -0.34% | -1.40% | +4.45% | +3.48% | +6.06% | +0.09% | +1.65% | +2.74% | +1.21% | +1.37% | +0.91% | +2.02% | +1.65% | +0.29% | +0.31% | +0.06% | +0.45% | +0.67% | -1.51% | +3.60% | +0.07% | -0.68% | -0.27% | -1.07% | -2.70% | +0.34% | -0.49% | +0.61% | -0.02% | +0.07% | +1.38% | -0.52% | -1.09% | -1.72% | -0.64% | -0.87% | +2.32% | +7.76% | -4.08% | +1.04% | +0.51% | +3.00% | -4.89% | +2.46% | +3.65% | +0.56% | +0.51% | -0.64% | -2.20% | -1.99% | -0.60% | +2.25% | -1.43% | +4.12% | -1.45% | -2.10% | -1.42% | +0.11% | +0.46% | -3.46% | +0.56% | -2.68% | -0.70% | -1.42% | -1.61% | -4.00% | -1.13% | +1.03% | +3.05% | -1.03% | +1.27% | +0.31% | -5.58% | +2.01% | -0.15% | +2.48% | -0.06% | +2.79% | +4.74% | +0.27% | +0.31% | -0.20% | +0.22% | +0.78% | +0.94% | -0.60% | +0.16% | +3.28% | -0.50% | -0.47% | +0.22% | +1.33% | -1.31% | -4.41% | +4.15% | +0.37% | +0.26% | +0.22% | +2.72% | -0.03% | +2.29% | +1.11% | +7.25% | -0.82% | -1.16% | -2.70% | +4.39% | +1.75% | +0.60% | -2.29% | +0.12% | +2.50% | -0.07% | +1.04% | +0.60% | +4.18% | +1.86% | +1.62% | +2.39% | +1.68% | +0.67% | -3.91% | -0.22% | +4.45% | +1.49% | -1.04% | +3.08% | +4.78% | +0.84% | -2.04% | -2.05% | +1.11% | +1.56% | -1.13% | +1.19% | -3.19% | -2.03% | -0.88% | -0.52% | -4.26% | +1.02% | +0.18% | +1.14% | -5.32% | -1.28% | +3.64% | +1.62% | -2.60% | -0.83% | -0.88% | -3.47% | +0.66% | +0.02% | +1.79% | -1.30% | -1.10% | -2.89% | +0.84% | +3.64% | +0.41% | -4.74% | +2.62% | -1.27% | +0.15% | +0.08% | -0.30% | +0.08% | -3.28% | +3.73% | +1.52% | +2.33% | +2.43% | -1.01% | -4.60% | +0.23% | +1.14% | +1.70% | +4.98% | +3.02% | +2.79% | +0.06% | +1.13% | +1.08% | +1.52% | -7.15% | -2.00% | +0.17% | +1.50% | +5.84% | -0.99% | +3.92% | +0.83% | +1.01% | +0.13% | +2.63% | +2.21% | +1.06% | -4.83% | +3.04% | +0.49% | +1.01% | -0.62% | +9.27% | -5.37% | -0.90% | +1.15% | -2.67% | +2.02% | +0.31% | +3.14% | -0.26% | +0.95% | -1.63% | +0.17% | +0.90% | +1.89% | +0.56% | +0.31% | -8.82% | +2.01% | +0.27% | -2.65% | +2.07% | +0.70% | -1.95% | +0.50% | -0.14% | -0.12% | +7.58% | +0.12% | +4.05% | +4.70% | -1.50% | +0.46% | +0.27% | +6.91% | +4.00% | -0.58% | +1.51% | +0.77% | +0.55% | -0.01% | -0.03% | -0.46% | -1.27% | +1.07% | +2.47% | -0.18% | +2.99% | -1.89% | +1.06% | +0.55% | -1.38% | +4.96% | +0.53% | -0.56% | +2.21% | +0.24% | -0.46% | +2.12% | +2.83% | +3.22% | -0.25% | +3.37% | -2.72% | -0.75% | -1.64% | +0.78% | +0.24% | -0.07% | -3.16% | -2.27% | +0.47% | +1.35% | +0.63% | -2.87% | -1.11% | +1.82% | +1.00% | +0.48% | +2.65% | -1.01% | -1.89% | +0.86% | -0.21% | +0.47% | -1.10% | -3.69% | -1.08% | +3.15% | +2.98% | +1.87% | +2.61% | -1.53% | +1.17% | -0.01% | +1.79% | +0.48% | -2.17% | -1.80% | -0.57% | +0.14% | -0.01% | -2.68% | +2.01% | +2.13% | +2.69% | +0.41% | +1.29% | +0.17% | -2.33% | +3.02% | -1.30% | +0.51% | +4.75% | -4.58% | +4.94% | +2.96% | +1.97% | +1.00% | +1.63% | -2.65% | -2.79% | -0.47% | +1.46% | +3.49% | +1.27% | +0.82% | -1.03% | -0.94% | -1.92% | +0.22% | +0.38% | -7.19% | -3.32% | -1.40% | -0.94% | -0.94% | -3.38% | +2.86% | +2.62% | -0.29% | +2.46% | +3.11% | -0.71% | +0.13% | -3.59% | +0.15% | +0.70% | +3.28% | -9.40% | +3.24% | -0.67% | +0.03% | +0.15% | -0.80% | -0.54% | -0.58% | +1.04% | -3.32% | +1.06% | +1.84% | +1.65% | -1.24% | -0.02% | -0.43% | +1.46% | +5.91% | -4.68% | -0.74% | +0.04% | -0.43% | -6.02% | -4.40% | -0.63% | -0.09% | -0.25% | +2.50% | -0.80% | -1.01% | -6.90% | +0.32% | +0.63% | +0.03% | -5.23% | -4.28% | -1.25% | -1.82% | -0.80% | +2.43% | -4.12% | -2.94% | -0.88% | +0.93% | +3.75% | -0.78% | -4.80% | +2.87% | -0.20% | -2.75% | +4.56% | -2.93% | -1.47% | +0.09% | -0.42% | -0.78% | -0.60% | -4.18% | +1.83% | +1.81% | +1.19% | -2.04% | -1.43% | +1.77% | -3.08% | +0.01% | +1.00% | +3.08% | -7.10% | +2.65% | +0.45% | -0.31% | +0.45% | -6.27% | -3.23% | +0.10% | +1.34% | +1.49% | +2.32% | +2.43% | -0.25% | +0.30% | -0.68% | +2.38% | +6.44% | -5.74% | +1.37% | -3.82% | -0.12% | +0.30% | -3.12% | -4.08% | +0.74% | +0.23% | +0.70% | -0.78% | -0.99% | +3.73% | +1.75% | -2.40% | +1.91% | +2.40% | -0.42% | -1.15% | +0.15% | -0.09% | +0.15% | +3.57% | +1.18% | -0.22% | +2.64% | -3.00% | +0.98% | +0.20% | +3.92% | -0.32% | -1.29% | +2.38% | -2.34% | +0.62% | +1.00% | +2.03% | +0.76% | +0.98% | +9.70% | +2.47% | +1.21% | +1.92% | +2.79% | -1.25% | -0.27% | -0.37% | +3.44% | +0.17% | -0.38% | -2.78% | +12.35% | +3.21% | +1.44% | +2.24% | +1.44% | -8.36% | -4.13% | -0.09% | +1.65% | +1.04% | -2.70% | +0.96% | +5.43% | +0.08% | +1.93% | +0.31% | -2.73% | +1.72% | -0.06% | +2.79% | -0.14% | +0.31% | +1.74% | -0.91% | +1.43% | -0.29% | -1.11% | -1.20% | -2.79% | +0.37% | +0.21% | +0.15% | +2.63% | +0.38% | -0.99% | -2.72% | -1.01% | -0.27% | -0.29% | -1.02% | +1.43% | +1.25% | +1.11% | -3.94% | -0.47% | -0.28% | +2.16% | -3.40% | -0.09% | +1.58% | +2.30% | +1.82% | +0.83% | +1.19% | +0.30% | +1.11% | -0.85% | -1.44% | +4.27% | +1.38% | +0.57% | -1.79% | -0.14% | +3.23% | -1.75% | +1.10% | +2.70% | -0.96% | -4.90% | +1.21% | +0.79% | +0.23% | +0.57% | +1.92% | +0.64% | -0.20% | +1.74% | +2.11% | +1.08% | +0.08% | +2.95% | +1.04% | -1.08% | -0.94% | +0.85% | +1.04% | -0.17% | -0.79% | +1.18% | +0.27% | +1.25% | +0.43% | +3.14% | +1.48% | -3.69% | +0.78% | -5.25% | -5.81% | -1.16% | -2.15% | +2.93% | -0.51% | +0.27% | +1.41% | -0.42% | +4.80% | +0.33% | -0.47% | -1.00% | +0.50% | -9.32% | -0.53% | +3.74% | -2.75% | +0.38% | +1.63% | -0.13% | +0.33% | +1.31% | +0.72% | -0.34% | +5.68% | +1.33% | +1.75% | +5.59% | +3.02% | +0.88% | -0.12% | +4.17% | +1.18% | +0.99% | -0.01% | +1.87% | +1.24% | -2.86% | +3.52% | -0.41% | -0.31% | +2.50% | -0.78% | +3.41% | +1.24% | +0.24% | +5.47% | +1.56% | -1.51% | -1.03% | +2.17% | +0.94% | +0.74% | -0.29% | -5.01% | +2.24% | -1.46% | +1.54% | +1.30% | -1.36% | +0.63% | +1.58% | +0.36% | -2.47% | +1.25% | +3.35% | -2.29% | +3.80% | +1.14% | +0.27% | +0.89% |
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | Nguyên vật liệu | Hiệu suất ngành | -1.69% | -0.78% | +2.06% | +1.68% | +0.46% | +3.99% | -3.57% | -3.40% | -5.93% | -0.22% | +6.25% | +11.98% | -18.58% | -12.18% | -2.67% | -1.51% | -0.78% | -1.37% | -13.75% | -0.95% | +4.58% | -0.32% | -2.91% | -0.35% | +7.71% | -5.67% | +0.19% | +16.13% | -2.36% | -0.99% | +14.63% | -0.77% | +0.92% | -0.77% | +3.10% | -7.01% | +7.81% | +0.29% | +0.59% | +2.82% | -0.22% | +6.15% | -1.57% | -4.66% | +20.25% | -3.19% | +0.60% | +4.59% | +2.71% | +2.15% | +0.60% | -4.36% | -0.94% | +5.53% | +12.44% | +8.39% | -1.36% | -6.07% | -0.58% | +18.87% | -5.40% | -0.96% | -6.43% | -11.40% | +14.46% | +0.59% | -0.09% | +1.42% | -0.76% | +7.53% | -11.10% | +11.47% | -1.13% | +6.16% | -0.13% | +1.38% | +3.19% | -1.57% | +5.60% | +4.80% | +14.16% | +12.49% | -8.77% | +12.29% | +11.55% | +4.25% | +5.20% | +4.84% | -2.70% | +3.04% | +4.76% | +3.39% | -2.88% | +19.91% | +4.72% | -2.75% | +3.15% | -16.20% | +4.38% | +4.19% | +3.10% | +5.39% | -0.81% | +2.42% | +3.39% | +9.25% | -6.47% | +15.51% | +0.10% | -5.09% | +0.69% | -0.73% | -1.79% | -8.78% | -1.70% | +19.95% | +6.44% | -9.60% | +3.83% | -7.95% | +0.91% | -0.73% | -7.47% | -9.70% | -4.05% | +11.05% | -1.40% | -1.46% | -0.82% | +2.52% | -0.69% | +1.02% | +11.50% | +13.45% | -11.95% | +5.33% | +12.96% | +1.35% | -0.69% | +0.21% | +1.29% | -0.87% | -6.73% | +3.09% | +1.68% | +6.94% | +6.09% | -3.45% | -0.71% | -3.30% | +6.52% | -10.12% | +11.08% | -1.27% | +0.70% | +0.21% | -3.20% | -5.14% | -3.86% | -0.22% | +1.71% | +4.31% | +1.13% | -1.27% | +0.33% | +5.19% | -2.03% | -4.42% | +0.90% | +9.19% | -2.38% | +0.02% | -0.22% | -7.14% | +0.12% | +2.36% | +1.17% | +5.65% | -2.06% | +4.35% | +2.92% | +4.68% | +1.41% | +13.21% | +11.94% | +8.96% | +0.23% | +0.79% | +3.24% | +2.36% | -0.51% | -1.36% | -4.19% | +5.53% | -1.07% | -0.08% | +3.32% | +5.21% | +5.03% | -3.12% | +7.54% | +5.21% | -12.30% | -2.53% | +1.19% | +0.52% | -0.08% | +7.81% | -14.31% | +21.21% | +16.45% | +18.97% | -4.32% | +14.19% | +7.44% | +13.79% | +3.04% | -13.02% | +11.50% | +3.85% | +7.66% | +19.04% | +10.55% | +7.55% | +7.81% | +1.30% | -14.45% | +9.87% | +3.68% | -3.53% | +0.88% | +5.29% | +6.82% | -12.53% | -1.40% | +29.33% | +28.63% | -28.46% | +21.49% | +2.66% | +3.31% | +2.66% | -10.57% | -6.32% | -5.72% | +6.53% | +6.30% | +2.08% | +9.03% | +6.90% | +10.31% | +3.34% | +19.28% | +12.57% | -3.58% | +6.67% | -0.44% | +3.76% | +6.30% | -0.03% | -20.42% | +8.99% | +6.65% | +0.73% | +3.82% | -4.12% | +10.45% | -12.65% | -4.68% | +48.37% | +5.85% | -18.90% | +5.29% | -0.80% | +1.90% | +0.73% | +4.42% | -6.36% | -1.03% | +0.92% | -0.13% | +0.75% | +2.60% | +0.68% | -2.28% | +0.73% | +1.58% | +2.91% | +6.66% | +2.87% | -0.08% | -1.01% | +0.83% | +0.74% | +6.32% | +5.97% | -0.20% | +2.85% | +1.76% | -0.51% | +2.62% | +1.21% | -0.25% | +1.94% | -9.12% | +2.53% | +0.07% | -2.27% | +5.13% | +0.20% | +1.20% | +1.76% | -2.57% | -1.31% | +3.48% | +0.02% | +1.82% | -0.61% | +1.95% | +0.21% | -0.88% | +1.88% | -3.61% | +0.81% | -2.11% | -0.58% | -0.46% | -0.13% | -0.46% | -1.69% | -0.06% | -1.47% | +1.02% | +0.31% | -2.17% | +7.76% | +2.02% | +0.34% | -2.58% | -5.50% | -3.81% | +3.82% | +1.98% | +0.19% | +0.01% | +0.19% | +0.82% | -2.56% | +0.76% | +3.42% | -0.11% | +0.08% | +0.62% | +0.23% | +0.90% | +1.68% | +2.96% | +4.53% | -0.95% | +2.29% | -3.19% | +0.76% | +0.76% | +3.20% | -0.42% | +5.50% | -1.21% | -1.16% | +0.33% | +1.80% | -0.80% | -2.40% | -2.75% | +6.38% | +1.38% | -1.86% | -1.21% | +0.95% | +0.52% | -0.42% | -0.04% | -1.69% | +1.16% | -3.09% | -6.77% | +0.83% | +0.91% | -1.61% | -2.24% | -1.64% | +5.57% | +0.61% | -0.20% | +0.76% | -8.95% | -1.09% | -0.20% | +2.23% | -4.22% | +7.41% | +1.09% | +3.25% | -0.60% | +1.03% | +0.39% | -5.25% | +1.06% | +0.97% | -0.46% | -8.51% | +1.97% | +3.45% | +0.25% | +1.03% | +1.31% | +0.31% | +2.87% | +0.69% | -0.54% | -0.30% | -1.33% | +0.30% | +0.67% | +0.05% | +2.38% | +2.32% | -0.23% | -0.04% | +0.66% | +0.61% | +0.31% | -1.19% | +0.05% | +1.94% | +2.13% | -5.75% | -1.24% | -1.89% | +1.51% | +1.09% | -2.61% | +3.10% | +1.71% | -4.56% | +3.91% | +5.47% | +0.24% | +1.09% | -3.47% | +2.69% | +0.75% | -0.43% | +3.04% | -3.99% | +1.99% | +4.08% | +0.27% | +0.04% | +0.50% | +0.51% | -3.79% | +0.13% | -9.66% | +0.87% | -0.21% | -2.33% | +1.31% | -0.96% | -1.14% | +1.97% | +0.40% | +2.14% | -15.37% | -2.28% | +4.28% | -1.64% | -0.21% | -7.89% | -6.01% | +3.93% | +3.53% | +4.07% | +1.91% | +0.17% | +0.53% | -3.84% | +0.37% | +5.48% | +1.72% | +7.65% | +1.10% | +1.30% | +0.93% | +1.30% | +6.66% | -3.58% | -2.60% | +3.41% | +0.74% | +0.24% | -1.15% | +1.49% | +3.76% | +1.29% | +2.12% | +4.70% | +1.27% | +4.08% | +0.73% | +1.54% | +1.29% | -1.71% | +4.44% | +1.74% | -2.31% | -0.88% | -0.15% | +3.68% | +1.59% | +4.26% | +0.77% | +0.68% | +6.07% | -0.39% | +2.64% | +1.08% | +1.43% | +1.08% | -2.02% | +1.65% | +0.57% | -1.17% | +2.78% | +2.22% | +0.46% | +1.43% | -1.50% | -1.04% | -2.04% | -1.27% | +1.43% | -0.10% | -1.79% | -0.03% | -0.10% | +2.98% | -2.92% | -1.46% | -3.07% | -0.72% | -0.92% | +0.62% | +0.50% | -3.16% | +0.46% | +2.57% | +5.16% | -7.36% | +5.58% | +2.91% | +0.08% | +0.46% | +0.07% | -1.47% | -1.63% | -0.34% | +1.22% | -1.25% | +0.47% | +2.09% | -3.94% | -0.89% | -1.31% | -1.59% | -3.42% | +1.19% | -3.36% | -0.94% | -1.25% | -1.06% | -2.34% | -1.31% | +0.28% | +2.46% | +2.13% | +3.29% | +1.30% | -4.51% | +2.29% | -0.51% | +2.14% | -0.85% | +4.68% | +2.53% | +0.70% | +1.30% | -1.68% | -0.88% | +1.04% | +0.51% | -1.15% | -0.57% | +4.27% | -0.27% | -1.12% | -0.58% | +1.21% | -8.74% | -2.98% | +1.52% | +2.57% | -0.46% | -0.57% | +1.59% | -2.18% | +1.33% | +2.28% | +3.69% | +2.54% | -4.39% | -3.11% | +2.67% | +0.23% | +1.45% | -0.66% | +4.25% | +1.92% | -3.94% | +0.51% | +1.45% | +3.22% | -2.57% | +1.70% | +4.65% | +2.48% | +2.80% | -3.64% | +1.93% | +3.56% | -0.08% | -2.29% | +1.96% | +0.91% | +0.98% | -2.42% | -3.57% | +0.60% | +1.34% | -0.62% | -0.38% | -4.08% | -2.49% | -2.02% | +3.89% | -0.68% | +1.47% | +2.31% | +3.68% | -5.10% | -0.34% | +0.66% | +0.55% | -3.00% | -0.41% | -0.38% | -1.41% | -0.21% | -0.61% | +0.06% | -1.31% | -1.83% | +1.22% | -0.43% | -0.35% | +1.61% | -2.11% | +4.38% | -0.62% | -1.07% | -1.56% | -0.28% | -0.61% | -1.93% | -1.60% | +2.62% | +1.76% | +0.59% | +1.21% | -4.53% | +0.25% | +1.33% | +3.31% | +6.49% | +3.19% | +4.66% | +0.21% | -2.05% | +1.03% | +1.21% | -6.17% | -4.60% | +3.37% | +2.15% | +1.30% | -0.97% | +4.63% | +1.13% | +1.07% | -1.29% | +1.67% | +2.16% | +2.27% | -4.83% | +2.41% | +0.29% | +1.30% | +1.52% | +2.67% | -5.37% | -1.61% | +2.81% | -1.93% | +1.54% | -0.83% | +1.37% | +1.22% | +3.23% | +2.45% | -0.74% | +0.23% | +1.78% | +0.56% | +1.37% | -7.19% | +0.42% | +1.77% | -1.87% | +1.70% | +0.54% | +1.45% | +2.08% | +2.36% | -3.76% | +1.25% | -0.08% | +1.99% | +6.29% | -0.09% | +0.46% | +1.25% | +8.62% | +4.48% | +0.28% | +1.21% | +3.10% | -1.85% | +1.01% | +2.44% | -1.10% | -3.97% | +1.79% | +5.32% | +0.56% | +4.55% | -1.26% | +1.68% | +1.21% | -0.33% | +2.94% | +0.33% | +1.13% | -2.31% | +1.03% | +1.13% | +1.80% | +0.85% | +0.58% | +0.86% | +2.43% | -1.20% | -1.40% | -0.44% | +0.49% | +0.85% | +2.18% | -3.19% | -2.47% | +0.71% | -1.99% | -0.41% | -1.49% | +0.06% | +3.58% | +1.20% | +2.22% | +2.28% | -1.78% | -0.55% | +1.75% | +0.14% | +0.06% | -1.96% | -0.12% | -2.36% | +2.09% | +0.82% | +2.01% | +1.82% | +0.96% | +1.65% | -0.77% | +0.67% | -2.10% | -2.33% | -4.93% | +1.15% | -0.23% | +0.67% | -4.27% | -0.54% | +4.75% | +0.10% | +6.28% | -0.37% | -2.41% | -2.73% | +3.51% | -1.16% | +1.76% | +5.40% | -4.05% | +5.37% | +1.87% | +2.94% | +1.03% | +0.93% | -2.35% | -1.89% | +0.64% | +0.59% | +1.80% | -1.10% | +2.26% | -0.71% | -1.49% | +0.20% | +2.00% | +2.08% | -7.47% | -0.49% | -1.59% | -0.50% | -0.49% | +0.56% | -0.39% | +1.13% | +0.38% | +0.32% | +0.83% | -3.29% | +0.99% | -2.60% | -0.27% | +4.36% | +3.69% | -12.66% | +3.50% | +1.81% | -0.11% | +0.56% | -0.25% | -0.79% | +0.62% | +0.19% | -3.44% | +0.95% | +0.56% | -1.36% | -0.15% | -1.41% | +1.54% | +3.45% | +5.49% | -5.65% | -0.75% | -0.07% | -0.15% | -3.90% | -0.86% | +0.39% | +0.58% | +0.82% | +0.78% | -0.67% | -1.27% | -3.77% | +2.36% | +2.10% | +0.81% | -7.95% | -4.65% | -3.58% | -1.25% | -0.67% | +2.60% | +1.60% | -3.31% | +0.47% | +0.43% | +0.77% | -0.34% | -2.52% | +1.98% | -1.45% | -1.96% | +2.50% | -1.80% | +2.04% | +0.46% | +0.10% | +0.46% | +1.32% | -4.42% | +1.69% | +1.05% | +1.78% | -1.06% | -1.61% | +2.66% | -3.10% | +1.80% | +2.34% | +0.32% | -6.96% | +4.65% | +0.96% | +0.10% | +1.05% | -5.88% | -4.74% | +0.06% | +1.34% | +0.01% | +0.91% | +4.16% | +1.87% | -1.34% | -0.48% | +5.09% | +1.47% | -11.86% | +0.73% | -2.48% | -0.74% | +0.06% | -1.95% | -3.43% | +0.20% | +1.35% | -0.78% | +0.90% | -1.94% | +1.27% | +1.08% | -0.70% | +7.24% | -6.33% | +3.98% | +0.01% | +0.12% | +0.07% | +0.12% | +2.38% | -0.32% | -0.27% | +0.51% | -1.30% | -2.15% | -0.33% | +3.50% | -2.34% | -0.15% | +1.72% | +0.64% | +2.49% | +1.78% | +1.73% | +0.53% | +0.51% | +5.70% | -1.21% | +0.94% | -0.26% | +2.92% | +0.07% | -0.93% | +0.38% | +2.20% | -1.44% | +2.47% | -1.82% | +15.59% | +1.97% | +2.67% | +1.95% | +0.94% | -8.25% | +3.07% | +2.11% | -0.63% | -0.66% | -0.90% | +0.71% | +8.16% | -0.34% | +3.35% | -0.39% | -5.48% | +1.62% | +0.61% | +0.61% | +0.24% | +0.61% | -0.06% | -0.82% | +1.48% | -0.94% | -1.38% | -0.05% | -1.25% | +1.47% | -0.49% | +0.54% | +2.50% | +0.34% | +0.50% | -2.42% | -0.61% | -0.08% | -0.06% | +1.87% | -2.54% | +2.84% | +0.44% | -5.07% | +0.42% | +1.19% | +1.36% | -2.94% | -2.75% | +4.72% | +1.18% | +4.15% | +1.08% | -0.12% | +0.39% | +1.08% | -2.84% | -4.69% | +2.35% | +1.17% | +1.60% | -0.35% | +0.67% | +2.54% | -0.29% | -0.10% | +6.41% | -0.74% | -6.21% | +3.18% | +2.39% | +0.34% | +0.67% | +1.59% | +0.23% | -0.11% | +2.76% | +1.18% | -0.22% | -0.96% | +1.70% | -0.44% | -1.79% | -1.57% | +0.22% | -0.11% | +5.50% | -0.82% | +4.93% | +3.06% | -0.59% | -3.05% | +0.79% | +0.97% | -3.46% | -1.25% | -5.51% | -12.59% | -3.18% | -2.73% | +2.78% | -1.01% | -0.82% | +7.42% | +0.02% | +2.86% | +1.67% | -1.98% | +1.29% | +3.08% | -5.60% | +1.70% | +5.19% | -2.59% | +1.57% | +4.30% | +1.46% | +1.67% | +3.93% | +0.03% | +0.30% | +2.19% | +3.33% | +0.89% | +4.39% | +5.93% | +1.13% | -1.96% | +9.07% | +1.38% | +1.66% | +3.52% | +2.55% | +1.92% | -4.85% | +7.28% | -3.32% | -0.25% | +0.00% | -1.39% | +1.13% | +1.54% | +2.11% | +7.19% | +0.30% | -1.12% | +0.68% | +2.04% | +0.81% | +0.49% | -3.68% | -5.24% | +3.64% | -1.36% | +2.44% | -1.40% | -0.05% | +0.19% | +2.12% | +0.73% | -0.21% | +3.27% | +0.83% | -1.17% | +6.04% | +1.24% | +0.46% | +0.46% |
| 3 | Năng lượng | Hiệu suất ngành | -0.90% | +0.40% | +2.22% | -0.35% | -2.20% | +6.08% | -8.63% | -2.07% | -14.52% | -1.49% | -1.76% | +24.90% | -17.71% | -17.26% | -9.22% | -2.83% | -1.76% | +6.50% | -10.94% | -1.72% | +8.14% | -17.37% | -11.74% | -4.76% | +18.49% | -2.98% | -1.31% | +15.32% | -14.55% | -7.68% | +14.99% | -4.61% | -0.95% | -2.98% | +4.40% | -8.07% | +10.48% | +3.70% | -15.08% | -13.75% | -6.20% | +24.92% | -7.70% | -6.51% | +47.45% | +8.95% | -8.36% | +0.29% | +16.33% | +3.39% | +0.29% | -11.50% | +3.28% | +7.43% | +17.92% | +24.15% | -6.39% | -10.39% | +3.85% | +15.79% | +0.55% | -3.34% | +2.57% | +0.47% | +29.92% | +2.92% | -7.33% | +4.37% | +2.75% | -2.19% | -1.71% | +12.89% | -7.55% | +10.74% | +0.93% | +3.07% | +4.86% | -10.18% | +6.81% | -0.26% | +39.80% | +15.54% | -3.98% | +7.86% | +3.43% | +5.00% | +3.25% | +0.89% | -0.44% | +3.00% | +1.80% | +1.19% | -17.79% | -0.77% | -8.14% | -10.77% | -4.68% | -32.25% | +43.38% | -2.16% | -2.62% | +3.72% | -4.09% | -1.71% | -0.77% | +7.21% | -1.77% | +7.85% | -4.29% | -3.20% | +16.50% | +5.07% | -5.46% | -15.24% | +15.87% | +33.67% | -15.95% | -23.64% | +4.50% | -6.93% | +0.95% | -1.77% | -6.59% | -13.22% | -6.66% | +25.78% | -0.16% | -3.89% | +16.35% | -5.01% | -11.66% | -3.16% | +14.68% | +17.09% | +21.12% | +14.20% | +23.49% | +5.49% | -0.16% | -2.19% | -8.89% | -0.88% | -5.20% | +2.14% | +4.63% | -1.53% | -4.85% | +4.17% | -3.46% | +7.55% | +22.45% | -2.44% | +4.50% | -2.68% | +0.89% | -1.53% | -4.89% | -2.12% | -3.84% | +3.89% | +16.85% | -1.18% | -9.50% | -0.01% | -3.57% | -9.68% | -10.40% | -8.17% | -11.35% | +14.96% | +2.76% | -1.75% | -3.57% | -7.79% | +0.82% | +2.52% | +6.93% | +18.76% | -17.00% | +8.00% | -0.29% | +15.55% | -10.12% | +13.81% | +3.23% | +11.61% | +5.50% | +4.62% | +3.74% | +4.62% | -1.41% | -5.16% | +1.29% | +10.01% | -0.54% | -3.86% | +2.56% | +2.37% | +19.18% | -1.66% | +11.44% | +12.30% | -20.36% | +12.50% | +3.24% | +2.79% | +2.37% | -12.67% | +1.07% | +24.91% | +10.99% | +39.13% | -22.33% | -8.36% | +0.04% | -7.20% | +2.37% | -34.68% | +105.59% | +13.58% | +21.48% | +15.14% | -8.07% | +9.94% | +2.37% | -2.04% | -22.33% | -0.23% | +14.11% | -1.28% | +17.15% | +20.39% | -14.55% | -22.00% | +8.32% | +64.86% | +20.50% | -9.77% | +24.70% | +11.86% | +7.31% | +8.32% | -13.54% | -6.41% | -0.15% | +22.22% | +38.02% | -21.14% | +0.24% | +2.06% | +32.80% | -20.17% | +13.65% | +6.45% | -21.20% | +36.44% | +10.99% | +5.35% | +2.06% | +10.19% | -17.80% | +10.98% | +11.76% | -31.37% | -19.25% | -18.37% | +44.96% | -23.45% | -9.11% | +67.06% | +16.27% | -30.38% | -4.58% | +0.74% | +0.51% | -4.58% | +7.28% | -2.15% | -2.77% | +0.16% | -4.52% | +1.19% | +3.38% | -1.75% | -6.95% | +4.02% | +8.22% | +29.97% | +2.51% | +1.44% | -0.48% | -3.14% | +2.27% | +0.67% | +3.93% | +8.72% | -2.32% | +3.40% | +2.84% | -4.62% | +4.95% | -1.64% | -2.39% | -0.14% | -16.42% | +2.76% | +1.29% | -4.38% | +1.63% | -0.98% | -0.16% | +1.29% | -3.56% | -6.26% | +8.80% | -2.80% | +0.01% | -6.46% | +0.99% | -0.19% | +4.54% | -6.20% | -4.95% | +0.87% | -4.35% | -3.48% | +0.18% | -1.53% | -2.80% | -3.54% | +0.07% | -1.96% | +2.16% | +3.77% | -8.43% | -4.52% | -2.26% | -12.09% | -2.55% | -10.99% | -0.49% | +0.97% | +0.86% | +1.54% | -2.50% | -1.96% | -0.01% | -0.77% | +0.48% | +2.07% | -0.38% | -0.32% | -4.38% | -1.56% | -4.39% | +5.29% | -0.07% | +11.64% | -2.76% | +4.35% | +3.72% | +0.86% | -0.07% | +4.20% | +4.59% | +3.61% | -2.70% | +2.96% | +1.10% | +1.09% | -1.29% | +2.24% | +1.16% | +13.17% | +1.02% | +0.85% | +0.51% | -0.67% | +2.12% | +1.10% | -2.37% | -1.87% | +2.82% | -3.74% | -8.36% | +13.02% | +1.15% | -2.48% | -3.63% | -1.67% | +7.33% | -5.87% | -4.39% | -3.16% | -10.01% | -1.55% | -2.48% | +4.60% | -6.13% | +0.75% | +0.11% | +1.17% | +4.85% | +3.82% | -0.22% | -10.03% | +10.64% | -1.09% | -9.30% | -20.25% | +2.89% | +0.38% | -1.19% | +0.38% | -1.97% | +2.16% | +3.65% | +0.86% | +1.08% | -2.99% | -0.95% | -4.23% | -7.69% | -0.67% | -1.42% | -6.64% | +0.98% | -0.14% | +0.53% | -1.16% | -0.67% | +2.32% | -0.32% | +1.21% | +3.11% | -5.77% | -1.10% | -1.13% | -0.71% | +5.26% | -0.35% | +5.17% | +1.33% | -1.34% | +5.68% | +7.81% | +1.41% | +1.21% | -10.20% | +3.73% | -1.20% | +3.16% | +7.13% | -3.94% | +1.54% | +9.88% | +1.12% | -1.88% | +0.93% | +1.33% | -3.84% | -0.99% | -10.91% | +1.46% | +0.65% | -5.82% | +3.62% | -0.50% | +8.93% | +4.96% | +9.45% | +2.48% | -13.56% | +2.49% | +3.22% | +0.11% | +1.46% | -12.59% | -4.37% | +3.79% | +7.37% | +2.11% | +6.71% | +8.05% | +2.66% | -14.08% | -4.83% | -1.14% | -3.43% | +24.12% | +4.43% | +9.64% | +1.90% | +2.66% | +10.69% | -7.11% | -4.33% | +11.00% | +3.09% | -3.30% | -0.12% | -3.27% | -2.05% | -2.06% | +0.77% | +7.00% | +5.32% | +1.61% | +0.69% | +1.20% | +0.69% | -4.68% | +5.63% | -1.32% | +2.05% | -1.82% | +3.04% | +7.04% | -3.12% | +5.70% | -0.31% | +19.21% | +31.12% | +13.11% | +0.24% | +3.09% | +5.26% | +3.04% | -1.47% | +2.05% | +2.50% | -0.58% | +1.31% | +6.38% | +5.65% | -1.44% | -4.28% | -2.02% | -8.74% | -4.38% | +10.01% | +2.80% | -2.08% | +0.38% | -0.58% | +1.69% | -6.45% | -0.67% | -1.31% | +0.12% | -3.20% | -9.07% | -1.72% | +0.04% | +0.63% | +6.29% | +7.72% | +3.06% | +1.32% | +4.94% | +0.23% | +0.12% | -1.89% | -2.35% | -0.77% | -5.33% | +3.20% | -1.35% | -0.63% | +2.51% | +2.07% | -1.78% | -2.93% | +0.06% | -17.25% | -0.41% | -8.13% | -2.33% | -1.35% | +1.74% | -12.99% | -2.58% | +2.90% | +2.02% | +3.94% | +2.69% | +2.81% | -6.99% | -1.30% | -1.96% | -1.59% | -2.72% | +2.02% | +5.27% | -0.45% | +1.74% | -1.73% | +3.57% | +0.99% | +2.53% | -0.23% | +0.90% | -2.57% | +0.62% | -4.83% | +1.52% | +2.40% | -19.30% | -16.05% | +4.71% | +4.06% | -1.56% | +0.90% | +2.31% | -1.62% | +3.17% | +1.42% | +8.95% | -3.67% | -1.85% | -3.58% | +6.71% | -4.41% | +0.37% | +5.72% | +1.05% | +0.45% | -3.77% | +0.75% | +0.45% | +0.49% | -2.94% | +4.55% | +8.85% | +10.20% | -0.95% | -11.16% | +0.30% | +6.85% | +3.37% | -3.86% | +17.85% | +6.03% | +5.02% | -2.33% | -4.57% | +2.36% | +1.93% | -2.28% | +4.01% | -4.39% | -3.22% | +2.54% | -0.81% | -3.50% | -0.48% | -0.62% | -1.19% | -7.33% | -2.62% | +10.09% | +3.50% | -4.06% | -0.69% | -1.19% | -2.55% | -2.78% | -0.52% | +1.78% | +1.65% | -1.43% | -3.15% | +9.10% | +14.48% | -5.48% | -8.05% | +11.06% | -2.54% | +6.51% | -0.07% | +1.20% | -0.52% | -4.15% | +0.19% | +0.67% | +3.02% | +3.03% | -2.62% | +1.42% | -3.04% | +6.92% | -8.42% | +8.14% | +4.06% | +2.74% | +1.79% | +2.18% | +1.06% | +1.79% | -5.23% | -8.73% | +4.10% | +3.81% | +4.90% | -7.77% | +11.37% | -1.64% | -9.85% | -2.84% | +1.62% | -0.55% | +5.33% | -9.26% | +2.95% | -0.79% | -0.55% | +1.45% | +1.97% | -5.39% | -0.22% | +5.98% | -13.77% | +0.64% | -1.78% | +5.67% | +0.48% | +2.37% | -4.23% | -2.34% | +3.62% | +1.18% | -0.29% | +0.64% | -8.65% | +2.77% | +2.99% | -1.23% | +4.17% | +10.95% | -2.24% | -2.66% | +1.80% | +1.49% | +3.03% | -2.70% | +3.13% | +7.15% | -0.07% | +1.33% | +1.80% | +11.82% | +8.39% | -0.66% | -0.17% | +0.69% | -5.81% | -3.55% | +0.62% | -2.01% | -4.07% | -0.04% | +7.44% | +2.40% | +8.92% | -3.24% | +1.38% | -0.04% | -4.37% | +2.65% | +2.61% | +0.39% | +5.24% | -0.40% | +3.41% | +0.12% | +8.55% | -3.16% | +1.39% | -0.80% | -5.17% | +4.52% | +1.52% | +1.10% | +1.39% | +4.45% | -7.77% | +1.41% | +3.40% | -2.33% | +1.33% | -6.74% | +0.60% | +5.65% | +6.62% | +3.15% | +9.18% | +0.74% | -5.85% | +4.12% | +1.20% | +1.41% | -2.69% | +1.25% | -2.01% | +4.07% | -2.41% | -0.09% | +2.12% | +1.98% | +6.06% | -2.43% | +1.29% | -1.28% | -2.22% | +4.96% | +2.09% | +0.71% | +1.25% | -6.36% | +1.65% | +5.34% | -1.15% | +7.30% | +0.56% | -3.62% | -3.22% | -0.98% | -1.82% | -4.10% | +13.95% | -6.72% | +7.79% | +2.59% | +2.62% | +0.86% | -0.21% | -1.61% | -3.96% | +4.19% | +2.55% | +2.02% | -2.14% | +4.92% | -0.85% | -1.15% | -3.59% | +2.26% | +7.17% | -14.74% | -6.70% | -2.28% | -0.93% | -1.15% | +1.37% | -0.07% | +1.68% | +0.13% | +1.08% | +9.94% | +3.39% | +1.46% | -10.10% | +5.97% | +5.18% | +3.04% | -5.66% | +8.31% | +1.57% | +1.82% | +1.57% | -0.92% | +0.36% | -2.00% | +2.01% | -9.73% | -1.98% | -1.75% | -0.27% | +0.45% | -2.46% | -1.01% | +8.69% | +2.88% | -2.65% | -4.39% | -0.85% | -1.01% | -1.74% | -0.91% | -0.69% | -1.13% | +2.30% | +0.25% | -3.25% | -2.73% | -10.98% | +3.42% | +0.77% | +1.60% | -3.73% | -8.84% | -5.39% | -2.07% | -1.13% | +1.43% | +3.51% | -4.12% | -2.83% | +1.13% | -1.90% | -2.83% | +3.58% | +5.90% | -2.58% | -5.36% | +7.18% | -8.92% | -0.79% | -0.20% | -0.45% | -0.79% | +4.04% | -7.54% | +3.73% | +1.39% | +0.57% | -1.83% | -8.29% | +5.07% | -4.15% | +2.47% | +3.53% | -1.89% | -4.57% | +3.34% | +1.71% | -0.16% | +1.39% | +0.03% | -1.41% | -0.06% | +1.92% | -1.44% | -5.54% | +1.72% | +1.86% | +3.24% | +1.43% | +4.24% | +3.22% | -12.68% | +0.36% | -10.87% | -0.93% | +0.36% | -7.48% | -0.71% | -0.77% | +3.63% | -4.26% | -0.20% | +0.09% | +8.85% | -1.46% | -3.18% | +8.25% | -11.30% | -10.16% | +1.31% | +2.57% | -0.99% | -0.71% | +4.84% | -0.99% | -1.21% | +2.00% | -12.92% | -2.51% | +1.30% | +0.86% | +1.05% | -2.07% | +1.04% | -5.51% | +3.87% | +2.40% | +2.75% | -0.34% | +1.04% | +8.84% | -2.42% | +1.14% | -0.13% | -0.06% | -3.11% | -0.25% | -0.13% | +4.04% | -2.49% | +5.40% | +0.42% | +19.19% | +0.40% | +5.78% | +2.44% | +0.40% | -6.23% | +2.80% | +0.21% | +7.58% | +0.39% | -9.45% | +3.71% | +13.60% | -3.88% | +13.11% | -3.93% | +4.86% | +5.00% | +2.17% | -3.56% | +1.76% | +2.17% | +1.56% | -4.45% | +2.21% | -1.16% | -16.98% | -7.23% | -6.30% | +7.67% | +1.59% | -1.93% | +8.80% | +3.93% | -5.54% | -3.14% | +6.80% | -0.94% | -1.16% | +0.64% | +2.12% | +3.63% | +2.35% | -2.86% | -6.24% | +0.42% | +8.33% | -6.25% | -4.70% | +9.23% | +2.40% | +3.89% | +0.92% | +1.40% | +1.02% | +1.40% | -1.93% | -8.27% | +3.13% | +2.85% | +3.51% | +2.82% | -3.13% | +4.78% | -6.85% | +0.98% | +5.61% | +2.68% | -6.89% | +1.57% | +0.69% | +0.10% | +1.57% | +0.96% | +2.10% | -0.19% | +1.79% | -2.63% | -0.60% | +1.60% | +8.91% | -0.06% | -3.41% | +0.85% | +0.85% | +0.85% | +0.30% | +1.83% | +12.76% | +1.33% | -1.23% | -6.38% | +15.58% | -0.57% | -12.22% | +6.19% | -8.71% | -20.49% | -3.12% | -6.06% | -1.00% | -1.45% | -1.00% | -0.11% | +1.12% | +1.72% | -1.57% | +3.93% | -4.05% | +2.73% | -21.46% | +2.48% | +18.85% | +1.96% | +1.24% | +1.01% | +0.60% | +1.24% | +1.56% | +5.02% | -0.20% | +4.00% | -1.22% | +3.64% | +8.31% | +11.14% | +1.69% | +3.58% | +10.31% | +4.41% | +1.00% | +0.46% | +3.84% | +3.61% | -2.54% | +10.43% | -1.33% | +3.96% | +6.63% | +1.86% | +0.53% | -0.59% | -0.08% | +8.78% | -3.84% | -1.70% | +1.42% | -0.03% | +1.68% | +0.25% | -3.59% | -3.66% | -0.78% | -5.12% | +4.06% | -1.68% | -0.13% | -5.24% | +15.04% | -1.94% | -4.21% | +4.39% | +7.49% | +0.18% | +5.29% | +1.96% | +0.75% | -0.46% |
| 4 | Tiêu dùng không thiết yếu | Hiệu suất ngành | -8.34% | -7.20% | +0.19% | -0.08% | +2.79% | +11.86% | -1.67% | -1.82% | -10.26% | -1.63% | -1.71% | +9.68% | -13.18% | -13.27% | -3.06% | -2.51% | -1.71% | -1.74% | -8.44% | +0.16% | +6.56% | +0.31% | -0.59% | +1.02% | +3.44% | -0.76% | -4.20% | +7.35% | +8.93% | -3.06% | +7.18% | -2.22% | +0.93% | +0.16% | +6.21% | +1.46% | +8.39% | +3.97% | -0.10% | -1.62% | -2.07% | +7.85% | -1.63% | +1.41% | +10.35% | +0.64% | -1.95% | +2.74% | +1.45% | +2.47% | +1.45% | -7.25% | -1.18% | +3.09% | +5.74% | +5.30% | +3.46% | -3.40% | -1.74% | +13.90% | -0.82% | -3.22% | +2.01% | -3.87% | +8.96% | +2.33% | +1.34% | +1.54% | +1.67% | +2.43% | -7.44% | +2.58% | +3.54% | +7.32% | +2.16% | -0.23% | +2.99% | +0.90% | +2.67% | -1.90% | +10.65% | +9.04% | -7.63% | +4.86% | +5.00% | +2.31% | +2.63% | +4.18% | +0.56% | +4.56% | +0.21% | +3.74% | -3.77% | +3.04% | +2.88% | -1.62% | +3.02% | -22.18% | +5.72% | +3.30% | -0.71% | +7.35% | +1.48% | +0.69% | +3.02% | +15.43% | -4.84% | +20.03% | -4.03% | -8.74% | +2.64% | +4.16% | +2.78% | -13.29% | +0.99% | +15.16% | -0.36% | -9.52% | +3.22% | -1.82% | +1.45% | +0.99% | -9.32% | -10.86% | -3.56% | +11.43% | -2.06% | -3.56% | +3.84% | +14.24% | -0.24% | +2.67% | +6.48% | +2.95% | -5.69% | +4.29% | +12.63% | +1.55% | +2.67% | -0.18% | +0.25% | -0.96% | +0.63% | +2.81% | -5.89% | +14.72% | +9.23% | +0.06% | -0.58% | -0.36% | +5.03% | -6.05% | +6.47% | +2.42% | +1.84% | +0.25% | -2.59% | -0.54% | -1.48% | +1.72% | +6.29% | -2.48% | -5.35% | -2.63% | +1.16% | +4.84% | -6.77% | -1.03% | -2.89% | +12.19% | +3.27% | +0.25% | -1.03% | -13.56% | +16.70% | -3.35% | +1.29% | +12.20% | -3.54% | -0.58% | +3.32% | +5.95% | +2.22% | +16.82% | +5.71% | +8.09% | +0.15% | +3.72% | +3.68% | +3.32% | -3.87% | -3.89% | -3.38% | +5.57% | +7.94% | +3.23% | -0.22% | -0.40% | +5.43% | +2.74% | +3.33% | +7.51% | -12.57% | -1.53% | -3.16% | +0.45% | -0.22% | -1.01% | -8.02% | +10.57% | +9.71% | +17.23% | +1.71% | -0.69% | +4.12% | +13.06% | +4.90% | -26.12% | +19.32% | +8.28% | -0.07% | +15.19% | +7.98% | +4.55% | +4.90% | +4.50% | -14.96% | +14.66% | +7.62% | -8.12% | -6.85% | +24.09% | +28.25% | -13.44% | +3.09% | +22.17% | +7.74% | -19.82% | +14.62% | +13.25% | +5.12% | +7.62% | -19.06% | +11.55% | -8.00% | +8.77% | +28.72% | -2.90% | -6.10% | +0.19% | +13.00% | +10.11% | +12.54% | +12.48% | -8.23% | +10.63% | +3.73% | +4.50% | +8.77% | -4.34% | -13.79% | +8.77% | +10.70% | +3.01% | +9.40% | -2.73% | +9.54% | -12.39% | -4.43% | +16.44% | +20.24% | -17.48% | -4.49% | -3.83% | +0.97% | -2.73% | +3.41% | -2.14% | -1.41% | -2.09% | +0.31% | -0.88% | -1.14% | +1.67% | -1.16% | +1.42% | -1.22% | +3.40% | +0.27% | +1.08% | +1.09% | +1.29% | +0.24% | +0.29% | +3.65% | +9.09% | +0.81% | +2.76% | +1.60% | -0.81% | -1.20% | +2.04% | -0.19% | +2.33% | -16.60% | -0.13% | +0.15% | -2.00% | +2.03% | +0.19% | +0.24% | +0.81% | -1.46% | -4.68% | +4.95% | -1.07% | +3.98% | +0.80% | +1.47% | -1.89% | +0.66% | -2.55% | +2.70% | +1.31% | -1.23% | -0.73% | +1.40% | +0.24% | +0.66% | -1.29% | -2.33% | -1.80% | +1.06% | -1.31% | -2.73% | +5.42% | +0.48% | +0.39% | -0.04% | -5.68% | -1.19% | +3.21% | +0.29% | +1.50% | -0.27% | -0.04% | +1.49% | +0.94% | +2.81% | +1.67% | -3.49% | +0.08% | -2.34% | +0.07% | -0.51% | +1.36% | +3.25% | +4.32% | +2.52% | +1.77% | -0.94% | +0.87% | +1.36% | +3.01% | -2.10% | +7.37% | -1.56% | -0.51% | +1.03% | -0.28% | -0.19% | -4.38% | -0.72% | +4.83% | +0.95% | -3.77% | +0.30% | +0.73% | +0.32% | -0.19% | +2.94% | -2.82% | +2.83% | -3.10% | -6.18% | +2.31% | +1.44% | +4.37% | -4.59% | -1.20% | +5.12% | -2.26% | +1.14% | +0.42% | -6.76% | -0.42% | +0.42% | +3.12% | -2.30% | +5.74% | -1.04% | +1.21% | -0.38% | +0.27% | -1.41% | -4.47% | +1.57% | -0.07% | +0.29% | -7.99% | +0.69% | +5.52% | +0.05% | +0.27% | +3.95% | +2.20% | +1.60% | -0.37% | -0.72% | -0.57% | +3.39% | +1.41% | +1.39% | -0.32% | -1.22% | -1.30% | -0.83% | -0.47% | +1.18% | +0.62% | -0.32% | +0.03% | -0.49% | +3.48% | +2.66% | -5.12% | -1.94% | -0.03% | +1.93% | +0.84% | -0.60% | +3.22% | -0.54% | -3.33% | +1.80% | +5.54% | +0.50% | +0.03% | -2.15% | +0.69% | +0.21% | -0.12% | +3.19% | -1.87% | +0.73% | +1.61% | +0.42% | -1.29% | +0.14% | +0.32% | -5.85% | +1.80% | -9.29% | +0.85% | -2.16% | -4.05% | +0.63% | +6.40% | +3.00% | +2.77% | +0.96% | +2.30% | -14.57% | -0.18% | +1.45% | -1.06% | +0.85% | -9.47% | -10.09% | +0.57% | +3.35% | +3.38% | +4.19% | -0.02% | +2.03% | -5.73% | +1.54% | +1.87% | +1.97% | +6.92% | +0.90% | +1.60% | +0.20% | +1.60% | +7.58% | -3.99% | +0.29% | +4.52% | +2.06% | -1.63% | +1.17% | +1.11% | +1.64% | -0.69% | +0.31% | -0.37% | +6.80% | +4.69% | +2.33% | +1.72% | +1.17% | -1.14% | +6.31% | +2.37% | +2.55% | -0.34% | -1.40% | +4.45% | +3.48% | +6.06% | +0.09% | +1.65% | +2.74% | +1.21% | +1.37% | +0.91% | +2.02% | +1.65% | +0.29% | +0.31% | +0.06% | +0.45% | +0.67% | -1.51% | +3.60% | +0.07% | -0.68% | -0.27% | -1.07% | -2.70% | +0.34% | -0.49% | +0.61% | -0.02% | +0.07% | +1.38% | -0.52% | -1.09% | -1.72% | -0.64% | -0.87% | +2.32% | +7.76% | -4.08% | +1.04% | +0.51% | +3.00% | -4.89% | +2.46% | +3.65% | +0.56% | +0.51% | -0.64% | -2.20% | -1.99% | -0.60% | +2.25% | -1.43% | +4.12% | -1.45% | -2.10% | -1.42% | +0.11% | +0.46% | -3.46% | +0.56% | -2.68% | -0.70% | -1.42% | -1.61% | -4.00% | -1.13% | +1.03% | +3.05% | -1.03% | +1.27% | +0.31% | -5.58% | +2.01% | -0.15% | +2.48% | -0.06% | +2.79% | +4.74% | +0.27% | +0.31% | -0.20% | +0.22% | +0.78% | +0.94% | -0.60% | +0.16% | +3.28% | -0.50% | -0.47% | +0.22% | +1.33% | -1.31% | -4.41% | +4.15% | +0.37% | +0.26% | +0.22% | +2.72% | -0.03% | +2.29% | +1.11% | +7.25% | -0.82% | -1.16% | -2.70% | +4.39% | +1.75% | +0.60% | -2.29% | +0.12% | +2.50% | -0.07% | +1.04% | +0.60% | +4.18% | +1.86% | +1.62% | +2.39% | +1.68% | +0.67% | -3.91% | -0.22% | +4.45% | +1.49% | -1.04% | +3.08% | +4.78% | +0.84% | -2.04% | -2.05% | +1.11% | +1.56% | -1.13% | +1.19% | -3.19% | -2.03% | -0.88% | -0.52% | -4.26% | +1.02% | +0.18% | +1.14% | -5.32% | -1.28% | +3.64% | +1.62% | -2.60% | -0.83% | -0.88% | -3.47% | +0.66% | +0.02% | +1.79% | -1.30% | -1.10% | -2.89% | +0.84% | +3.64% | +0.41% | -4.74% | +2.62% | -1.27% | +0.15% | +0.08% | -0.30% | +0.08% | -3.28% | +3.73% | +1.52% | +2.33% | +2.43% | -1.01% | -4.60% | +0.23% | +1.14% | +1.70% | +4.98% | +3.02% | +2.79% | +0.06% | +1.13% | +1.08% | +1.52% | -7.15% | -2.00% | +0.17% | +1.50% | +5.84% | -0.99% | +3.92% | +0.83% | +1.01% | +0.13% | +2.63% | +2.21% | +1.06% | -4.83% | +3.04% | +0.49% | +1.01% | -0.62% | +9.27% | -5.37% | -0.90% | +1.15% | -2.67% | +2.02% | +0.31% | +3.14% | -0.26% | +0.95% | -1.63% | +0.17% | +0.90% | +1.89% | +0.56% | +0.31% | -8.82% | +2.01% | +0.27% | -2.65% | +2.07% | +0.70% | -1.95% | +0.50% | -0.14% | -0.12% | +7.58% | +0.12% | +4.05% | +4.70% | -1.50% | +0.46% | +0.27% | +6.91% | +4.00% | -0.58% | +1.51% | +0.77% | +0.55% | -0.01% | -0.03% | -0.46% | -1.27% | +1.07% | +2.47% | -0.18% | +2.99% | -1.89% | +1.06% | +0.55% | -1.38% | +4.96% | +0.53% | -0.56% | +2.21% | +0.24% | -0.46% | +2.12% | +2.83% | +3.22% | -0.25% | +3.37% | -2.72% | -0.75% | -1.64% | +0.78% | +0.24% | -0.07% | -3.16% | -2.27% | +0.47% | +1.35% | +0.63% | -2.87% | -1.11% | +1.82% | +1.00% | +0.48% | +2.65% | -1.01% | -1.89% | +0.86% | -0.21% | +0.47% | -1.10% | -3.69% | -1.08% | +3.15% | +2.98% | +1.87% | +2.61% | -1.53% | +1.17% | -0.01% | +1.79% | +0.48% | -2.17% | -1.80% | -0.57% | +0.14% | -0.01% | -2.68% | +2.01% | +2.13% | +2.69% | +0.41% | +1.29% | +0.17% | -2.33% | +3.02% | -1.30% | +0.51% | +4.75% | -4.58% | +4.94% | +2.96% | +1.97% | +1.00% | +1.63% | -2.65% | -2.79% | -0.47% | +1.46% | +3.49% | +1.27% | +0.82% | -1.03% | -0.94% | -1.92% | +0.22% | +0.38% | -7.19% | -3.32% | -1.40% | -0.94% | -0.94% | -3.38% | +2.86% | +2.62% | -0.29% | +2.46% | +3.11% | -0.71% | +0.13% | -3.59% | +0.15% | +0.70% | +3.28% | -9.40% | +3.24% | -0.67% | +0.03% | +0.15% | -0.80% | -0.54% | -0.58% | +1.04% | -3.32% | +1.06% | +1.84% | +1.65% | -1.24% | -0.02% | -0.43% | +1.46% | +5.91% | -4.68% | -0.74% | +0.04% | -0.43% | -6.02% | -4.40% | -0.63% | -0.09% | -0.25% | +2.50% | -0.80% | -1.01% | -6.90% | +0.32% | +0.63% | +0.03% | -5.23% | -4.28% | -1.25% | -1.82% | -0.80% | +2.43% | -4.12% | -2.94% | -0.88% | +0.93% | +3.75% | -0.78% | -4.80% | +2.87% | -0.20% | -2.75% | +4.56% | -2.93% | -1.47% | +0.09% | -0.42% | -0.78% | -0.60% | -4.18% | +1.83% | +1.81% | +1.19% | -2.04% | -1.43% | +1.77% | -3.08% | +0.01% | +1.00% | +3.08% | -7.10% | +2.65% | +0.45% | -0.31% | +0.45% | -6.27% | -3.23% | +0.10% | +1.34% | +1.49% | +2.32% | +2.43% | -0.25% | +0.30% | -0.68% | +2.38% | +6.44% | -5.74% | +1.37% | -3.82% | -0.12% | +0.30% | -3.12% | -4.08% | +0.74% | +0.23% | +0.70% | -0.78% | -0.99% | +3.73% | +1.75% | -2.40% | +1.91% | +2.40% | -0.42% | -1.15% | +0.15% | -0.09% | +0.15% | +3.57% | +1.18% | -0.22% | +2.64% | -3.00% | +0.98% | +0.20% | +3.92% | -0.32% | -1.29% | +2.38% | -2.34% | +0.62% | +1.00% | +2.03% | +0.76% | +0.98% | +9.70% | +2.47% | +1.21% | +1.92% | +2.79% | -1.25% | -0.27% | -0.37% | +3.44% | +0.17% | -0.38% | -2.78% | +12.35% | +3.21% | +1.44% | +2.24% | +1.44% | -8.36% | -4.13% | -0.09% | +1.65% | +1.04% | -2.70% | +0.96% | +5.43% | +0.08% | +1.93% | +0.31% | -2.73% | +1.72% | -0.06% | +2.79% | -0.14% | +0.31% | +1.74% | -0.91% | +1.43% | -0.29% | -1.11% | -1.20% | -2.79% | +0.37% | +0.21% | +0.15% | +2.63% | +0.38% | -0.99% | -2.72% | -1.01% | -0.27% | -0.29% | -1.02% | +1.43% | +1.25% | +1.11% | -3.94% | -0.47% | -0.28% | +2.16% | -3.40% | -0.09% | +1.58% | +2.30% | +1.82% | +0.83% | +1.19% | +0.30% | +1.11% | -0.85% | -1.44% | +4.27% | +1.38% | +0.57% | -1.79% | -0.14% | +3.23% | -1.75% | +1.10% | +2.70% | -0.96% | -4.90% | +1.21% | +0.79% | +0.23% | +0.57% | +1.92% | +0.64% | -0.20% | +1.74% | +2.11% | +1.08% | +0.08% | +2.95% | +1.04% | -1.08% | -0.94% | +0.85% | +1.04% | -0.17% | -0.79% | +1.18% | +0.27% | +1.25% | +0.43% | +3.14% | +1.48% | -3.69% | +0.78% | -5.25% | -5.81% | -1.16% | -2.15% | +2.93% | -0.51% | +0.27% | +1.41% | -0.42% | +4.80% | +0.33% | -0.47% | -1.00% | +0.50% | -9.32% | -0.53% | +3.74% | -2.75% | +0.38% | +1.63% | -0.13% | +0.33% | +1.31% | +0.72% | -0.34% | +5.68% | +1.33% | +1.75% | +5.59% | +3.02% | +0.88% | -0.12% | +4.17% | +1.18% | +0.99% | -0.01% | +1.87% | +1.24% | -2.86% | +3.52% | -0.41% | -0.31% | +2.50% | -0.78% | +3.41% | +1.24% | +0.24% | +5.47% | +1.56% | -1.51% | -1.03% | +2.17% | +0.94% | +0.74% | -0.29% | -5.01% | +2.24% | -1.46% | +1.54% | +1.30% | -1.36% | +0.63% | +1.58% | +0.36% | -2.47% | +1.25% | +3.35% | -2.29% | +3.80% | +1.14% | +0.27% | +0.89% |
| 5 | Tiêu dùng thiết yếu | Hiệu suất ngành | +3.52% | +2.22% | +2.16% | -0.93% | +0.43% | +9.42% | +2.36% | +2.78% | -8.22% | -0.07% | +4.42% | +5.34% | -6.41% | -11.84% | +1.41% | +0.44% | +2.16% | +2.03% | -3.66% | -1.29% | +0.74% | -2.74% | +1.30% | -0.05% | +16.11% | +6.91% | -6.97% | +5.40% | -0.64% | +3.86% | +5.42% | +3.18% | +1.97% | +1.30% | +6.13% | -15.12% | +8.04% | -2.24% | -2.16% | +3.62% | +15.12% | -1.44% | +1.64% | -4.59% | +5.59% | +3.43% | -3.10% | +4.55% | +9.58% | +1.94% | +3.43% | +1.83% | +7.67% | +8.67% | +14.59% | +7.93% | +3.83% | -10.48% | +4.06% | +7.37% | +1.84% | -7.16% | -6.30% | -6.16% | +5.28% | +0.04% | -3.75% | +1.83% | +2.84% | +5.37% | -6.68% | +8.76% | -1.12% | +4.50% | +2.93% | +4.03% | +0.08% | -2.61% | +5.01% | -6.85% | +6.70% | +5.59% | -5.96% | +9.57% | +0.81% | +1.88% | +3.48% | -0.26% | -1.84% | +1.94% | +8.63% | -0.38% | -4.05% | +2.85% | +0.28% | +7.05% | -1.46% | -15.14% | +0.30% | +2.69% | -1.68% | +2.57% | -0.46% | +0.10% | +0.28% | +9.26% | +18.68% | +2.92% | -1.52% | -2.12% | +1.91% | +3.46% | +0.93% | -8.17% | -1.90% | +18.86% | -1.76% | -2.94% | -3.71% | -4.91% | +1.93% | -1.52% | -0.06% | -11.95% | -5.33% | +4.99% | -4.18% | -1.22% | +0.83% | -0.20% | -4.71% | +2.11% | +10.86% | +1.83% | -2.43% | +0.35% | +13.13% | +0.27% | -0.06% | -0.25% | +2.70% | +0.08% | -7.32% | -1.93% | +3.78% | +1.00% | +3.93% | +0.10% | -0.32% | -3.60% | +4.59% | -1.42% | +3.84% | +5.34% | +0.70% | +0.10% | +0.95% | -3.17% | -0.80% | +4.32% | +5.02% | +7.63% | +6.00% | +2.09% | +0.20% | -0.57% | -1.78% | +3.45% | +1.74% | +9.13% | +0.95% | +2.35% | +1.74% | -6.27% | +11.36% | +4.91% | -6.87% | +2.25% | -4.18% | +15.12% | +0.49% | +2.91% | -2.59% | +11.79% | +3.23% | +7.11% | +2.81% | +5.72% | +3.18% | +2.91% | +1.84% | +4.01% | +2.11% | +5.64% | -2.70% | -1.61% | -5.60% | +4.16% | +2.61% | +1.62% | +3.58% | +4.72% | -7.31% | -4.19% | +1.57% | +0.70% | +1.84% | +7.02% | -1.37% | +20.48% | +23.08% | +12.36% | +2.55% | -4.22% | +4.44% | +11.94% | +5.38% | -26.62% | +0.28% | +1.75% | -2.66% | +12.44% | -3.42% | +4.46% | +4.44% | +8.92% | +7.32% | -2.49% | -4.17% | -8.02% | +4.48% | +5.36% | +4.70% | -12.41% | -0.14% | +27.03% | +4.64% | -6.65% | +0.33% | +13.31% | +2.81% | +4.48% | -3.63% | +12.15% | +6.26% | +2.63% | +4.49% | +1.47% | +15.19% | +6.86% | +5.81% | -1.58% | +13.72% | +11.83% | +1.01% | +7.50% | +8.41% | +6.14% | +6.26% | +12.09% | -16.41% | +8.95% | -2.44% | -4.44% | +14.86% | +17.77% | +17.62% | -0.27% | -11.30% | +16.20% | +8.26% | -5.81% | -2.83% | +14.66% | +4.46% | +8.26% | +4.22% | -0.84% | -2.25% | +0.29% | -2.25% | +0.44% | +0.67% | -1.50% | +2.23% | -0.95% | +0.98% | -0.89% | +0.80% | +2.02% | +4.52% | +0.07% | +0.47% | +0.36% | +3.14% | +8.36% | -0.75% | +2.88% | +5.27% | -0.59% | +2.01% | +1.18% | +2.14% | -0.09% | -9.51% | +0.80% | -3.31% | -1.13% | -2.00% | -0.53% | +0.56% | +0.80% | -2.64% | -9.29% | +3.74% | +5.29% | -0.66% | -2.79% | +0.74% | +1.73% | +0.29% | -0.90% | -5.84% | +0.95% | -0.88% | -1.02% | -0.21% | -0.76% | -0.66% | -3.89% | +1.49% | -2.93% | -0.61% | -2.08% | -1.76% | -1.44% | -0.31% | +1.66% | -0.29% | +1.81% | -2.82% | +4.09% | -0.13% | +0.02% | -0.48% | -0.31% | +1.73% | +0.89% | +2.23% | +3.34% | -0.16% | -0.68% | -1.11% | +0.42% | -2.68% | +0.68% | +1.35% | +4.40% | +3.42% | -0.10% | -0.88% | +0.86% | +0.68% | +0.67% | +1.16% | +0.98% | -0.56% | +0.33% | +1.52% | +3.86% | -1.26% | -1.83% | -0.30% | +7.92% | -1.32% | -2.12% | -0.65% | -1.24% | +0.48% | -0.30% | +2.03% | +1.78% | +0.27% | -4.42% | -4.60% | +1.92% | -0.18% | +0.34% | -2.35% | -1.08% | +6.25% | -0.35% | +1.12% | -1.12% | -3.98% | -0.29% | -0.18% | +0.46% | +2.22% | -0.57% | +0.27% | +2.65% | +0.50% | -1.04% | +1.46% | -1.56% | -1.20% | +1.88% | +0.09% | -3.31% | -1.89% | +1.15% | +0.07% | +0.27% | +3.21% | +12.04% | -0.04% | -0.01% | -0.69% | -0.72% | +1.05% | -0.56% | +0.57% | +0.86% | -2.76% | -2.15% | -0.26% | -0.86% | +2.48% | +0.81% | -0.04% | +1.00% | -1.74% | -0.07% | +1.01% | -6.41% | -1.06% | +1.48% | -0.99% | -0.27% | -0.23% | +4.07% | -3.67% | -1.34% | +2.73% | +1.26% | -0.28% | -0.23% | -6.64% | +0.81% | +0.03% | +0.89% | +4.98% | -1.73% | +0.74% | +3.15% | +1.53% | -2.18% | +0.16% | +0.77% | -3.51% | +3.13% | -4.95% | -0.32% | -1.85% | -3.25% | -0.23% | +0.26% | -0.41% | +2.52% | +2.92% | +4.51% | -8.81% | -1.09% | +5.54% | -0.37% | -0.32% | -1.98% | -12.24% | +0.24% | +1.95% | +1.56% | +2.75% | +1.06% | +1.71% | -4.58% | -0.48% | +1.79% | +0.44% | +4.19% | -1.13% | +1.31% | -0.23% | +1.06% | +4.43% | -5.17% | -0.31% | +2.28% | +2.71% | +0.44% | -1.12% | +0.11% | +1.90% | -0.54% | +1.68% | +1.58% | +3.48% | +1.06% | +1.95% | +0.97% | +1.58% | +1.03% | +8.50% | -0.76% | +0.26% | -0.45% | -0.48% | -0.56% | +0.43% | +3.24% | +0.44% | +3.01% | -0.29% | +0.66% | +1.60% | +7.49% | +1.61% | +0.44% | -1.65% | -0.53% | +3.90% | -2.33% | +0.24% | +0.49% | +0.35% | +0.26% | -0.14% | -1.49% | -2.68% | +1.77% | +0.82% | -0.10% | -1.55% | -0.18% | -0.10% | +2.69% | -1.20% | -3.24% | -1.06% | -3.10% | -0.82% | -0.15% | +0.82% | -1.95% | +0.42% | -1.29% | +2.53% | -3.15% | +1.83% | +0.83% | -0.46% | -0.82% | -1.43% | +1.35% | +0.09% | -4.34% | +1.89% | +4.22% | -0.75% | +1.65% | -2.84% | +0.33% | +0.23% | -1.53% | -0.40% | +0.17% | -1.28% | -0.18% | +0.09% | -0.37% | -1.51% | -0.48% | +2.39% | +2.50% | +2.49% | +2.92% | -0.77% | -3.09% | +1.46% | +0.76% | +1.53% | +0.79% | -0.94% | +1.81% | +0.63% | +0.79% | +0.62% | +4.80% | +0.02% | -0.04% | -1.21% | +1.14% | +1.91% | -0.11% | +0.50% | -0.10% | +4.66% | -2.13% | -1.79% | +4.79% | -3.23% | +0.66% | +0.02% | +1.04% | -4.58% | -0.09% | +3.56% | +2.84% | +3.26% | -0.56% | +1.68% | +0.76% | -1.18% | -1.01% | +0.47% | -1.41% | +1.41% | -1.26% | +0.33% | +0.47% | +5.81% | -0.01% | +7.08% | +13.71% | +2.48% | +3.76% | -3.46% | +0.53% | +0.54% | +3.21% | +0.09% | +4.17% | -1.41% | +0.11% | -1.73% | -2.86% | +2.00% | +0.54% | -0.82% | -2.43% | -1.79% | -1.24% | +0.79% | +2.76% | +2.89% | +1.18% | +1.63% | -0.17% | -5.12% | 0.00% | +4.18% | +3.00% | +1.84% | +0.45% | +0.79% | -0.15% | -0.01% | +5.18% | +0.14% | -0.63% | -1.77% | +0.52% | +0.81% | -0.88% | -0.53% | -3.62% | +4.89% | +1.36% | +1.81% | +1.99% | +0.61% | +0.14% | -0.79% | +3.07% | +4.28% | +0.03% | +1.88% | -0.25% | -1.94% | -1.35% | +0.56% | -1.96% | +6.86% | +0.33% | +1.51% | -0.26% | +2.34% | +0.95% | +0.33% | -2.70% | -2.55% | +2.14% | +1.29% | -0.52% | +0.78% | +5.21% | +0.57% | +1.07% | -0.17% | +0.82% | +1.30% | +1.84% | -3.78% | +1.64% | +0.46% | +0.82% | -1.49% | +4.14% | -6.60% | -6.58% | +0.13% | -3.74% | +5.27% | +0.13% | +1.24% | -0.12% | -0.53% | -0.68% | +2.24% | +2.53% | +1.05% | -0.20% | +0.13% | -5.14% | +0.95% | +1.84% | -2.08% | +0.99% | +0.41% | +0.37% | +1.72% | +1.36% | -0.38% | +2.98% | +1.43% | +0.32% | +3.30% | +0.48% | +0.57% | +0.95% | +4.69% | +7.98% | +2.68% | +3.39% | +0.10% | -2.13% | +4.12% | +3.12% | -0.88% | -1.10% | +3.16% | +0.72% | +1.02% | +1.44% | -0.19% | +1.87% | +1.44% | +0.76% | +8.92% | +0.07% | -0.89% | -0.65% | -1.39% | -3.79% | -0.27% | +1.37% | +0.01% | -0.58% | +0.28% | +0.14% | -0.48% | -0.65% | +0.19% | -0.27% | +1.25% | +3.74% | -1.04% | +0.51% | -1.12% | -0.23% | -3.65% | -0.86% | +1.07% | +1.71% | +0.82% | +4.86% | -0.89% | -2.81% | +1.26% | +0.31% | +0.51% | -1.40% | -6.63% | +0.41% | +1.02% | -0.44% | +1.12% | +2.78% | +0.87% | +1.05% | +1.60% | +0.76% | +0.17% | -1.32% | -2.35% | +1.57% | -0.05% | +0.76% | -3.29% | -1.25% | +4.42% | -4.58% | +3.81% | -0.76% | -4.22% | +1.51% | -1.46% | +0.00% | -0.99% | +1.80% | -2.74% | +2.71% | +1.07% | +1.02% | -0.18% | -0.38% | +1.25% | -3.70% | -0.17% | +0.97% | +1.31% | -0.16% | +0.49% | +0.66% | -0.75% | -1.15% | +0.45% | -1.07% | -5.35% | -1.44% | -1.12% | -0.65% | -0.17% | +2.20% | -2.44% | +1.48% | -0.76% | +0.88% | +1.14% | -0.04% | +0.84% | -4.28% | -0.07% | +3.94% | +2.84% | -7.91% | +1.04% | +1.90% | +0.05% | +0.88% | -0.46% | +0.41% | +4.73% | +0.69% | -2.74% | +2.29% | +1.46% | -0.41% | -0.71% | +0.58% | +1.65% | -0.22% | +0.17% | -2.93% | +1.43% | +0.39% | +0.41% | +0.10% | +2.61% | -2.14% | +0.46% | +0.15% | +3.92% | +0.32% | +1.34% | -2.69% | +0.72% | +1.63% | -0.32% | +0.02% | -6.11% | -1.02% | -0.07% | +0.15% | +0.90% | +1.51% | -5.46% | -0.88% | +0.27% | +1.58% | +0.30% | +1.67% | +1.20% | +0.13% | -2.53% | +3.61% | +1.00% | +1.80% | -0.45% | +0.31% | +0.90% | +1.16% | +1.69% | +5.09% | -0.42% | +2.06% | +5.21% | +2.26% | +3.40% | +0.57% | -0.67% | +2.18% | +1.04% | -0.14% | +0.34% | +0.74% | +1.63% | +1.16% | -1.03% | -2.47% | +0.36% | +0.15% | -1.17% | +2.67% | +0.48% | +2.39% | +1.22% | -3.22% | +0.70% | +1.24% | -2.14% | +1.83% | +0.34% | +0.09% | +0.36% | -1.39% | -4.60% | -1.17% | -0.07% | -2.29% | -2.63% | -2.73% | +5.51% | +0.79% | -3.04% | +1.89% | -2.11% | +0.44% | -1.94% | +0.47% | -0.86% | -1.39% | +3.14% | +1.55% | -1.44% | +1.21% | -1.31% | -3.75% | +0.09% | +4.80% | +2.96% | -1.05% | +1.55% | +1.40% | +2.58% | +1.96% | +1.90% | +1.04% | +1.55% | +0.34% | +0.12% | +3.58% | -0.67% | +0.52% | +0.07% | -0.98% | -2.61% | +3.44% | -2.04% | +1.85% | -3.37% | +5.10% | +2.13% | +0.59% | +0.54% | +0.34% | -2.25% | +11.38% | +2.16% | +2.26% | -0.95% | -3.86% | +1.07% | +6.77% | +0.81% | +0.16% | -2.59% | +0.14% | +0.85% | -1.01% | +0.27% | +1.01% | +0.27% | -0.63% | -2.35% | +0.32% | +0.87% | -1.15% | -0.46% | +9.51% | +1.96% | +1.12% | -1.61% | +1.37% | +1.27% | -2.34% | -1.71% | +1.00% | +0.48% | +0.32% | +1.13% | -9.69% | +0.18% | +0.49% | -5.54% | +2.11% | +13.00% | -4.06% | -4.38% | +0.08% | +0.08% | +0.89% | -0.93% | +0.67% | +1.57% | -0.29% | +0.18% | +0.67% | -2.71% | +3.78% | -2.20% | +1.63% | -0.36% | -7.00% | +1.26% | +1.62% | -0.41% | -0.15% | +1.87% | -0.07% | +1.88% | +2.44% | +0.15% | +0.67% | +4.77% | -0.75% | -0.72% | +2.55% | +2.30% | +1.24% | -0.69% | +1.30% | +0.65% | -1.21% | +3.66% | +1.19% | +1.24% | +1.80% | -2.10% | +7.53% | +2.95% | -0.82% | +1.80% | +0.71% | +0.61% | -2.87% | -0.10% | -7.15% | -9.29% | -2.28% | -3.42% | +1.93% | -0.71% | -0.10% | +3.33% | -1.95% | -0.02% | -0.90% | -1.43% | +2.54% | -1.17% | -7.52% | -1.19% | +5.75% | -1.36% | +1.12% | +0.67% | -0.16% | -0.90% | +2.78% | +0.65% | +1.82% | +1.68% | +2.87% | -1.32% | +2.90% | +3.79% | -0.74% | -0.68% | +3.37% | -0.53% | +1.40% | -0.46% | +1.25% | +1.54% | -2.11% | +3.19% | -1.03% | -0.02% | +1.82% | +2.52% | +3.66% | +3.27% | -0.02% | +4.05% | +3.54% | -1.30% | +1.56% | +0.65% | +1.41% | +1.69% | -0.78% | -6.25% | +6.64% | +0.15% | +3.72% | +1.52% | +1.44% | -1.29% | -1.18% | -1.58% | -5.02% | -2.36% | -0.94% | -2.41% | +3.79% | -0.04% | -0.29% | -0.86% |
| 6 | Tài chính | Hiệu suất ngành | -2.61% | -1.57% | -3.52% | +3.66% | +0.82% | +7.88% | -3.67% | +3.12% | -10.87% | +2.97% | +0.77% | +4.12% | -6.36% | -7.52% | -1.22% | -0.93% | -1.22% | -2.55% | -12.13% | -0.76% | +0.63% | -3.17% | -10.61% | -4.11% | +15.47% | -0.74% | -2.32% | +11.46% | +7.42% | +5.63% | +4.61% | -2.03% | +0.45% | -0.76% | +12.20% | -7.75% | +16.12% | -3.83% | +1.84% | +2.21% | -0.57% | +4.71% | -2.88% | +4.39% | +14.74% | +2.00% | +0.30% | +2.99% | +2.44% | +3.26% | +2.21% | -4.92% | +8.47% | +16.73% | +18.94% | +8.85% | +15.22% | -8.09% | +12.74% | +28.21% | +1.73% | +1.92% | -7.10% | +4.79% | +13.43% | +7.86% | +1.26% | +7.50% | +8.17% | +10.53% | -10.38% | +13.34% | -3.95% | +4.52% | +4.68% | +2.02% | -1.62% | +9.31% | +3.44% | -1.87% | +14.00% | -2.53% | -6.29% | +8.66% | +4.19% | +3.00% | +3.82% | -5.06% | -0.62% | +11.76% | -3.91% | +1.32% | -6.86% | -3.67% | +3.25% | +3.59% | +4.87% | -27.60% | +6.42% | -1.43% | +5.25% | +1.38% | +3.04% | -0.75% | +1.32% | +2.80% | +0.61% | +6.54% | -5.39% | -8.58% | +2.51% | +6.93% | -2.82% | -12.47% | -2.24% | +14.04% | +5.62% | -9.52% | -1.15% | -5.45% | -0.57% | -1.15% | -5.26% | -7.16% | -9.12% | +7.76% | -0.12% | +10.51% | +3.28% | +7.27% | -10.38% | -4.11% | +15.35% | +20.05% | -7.64% | +2.94% | +1.12% | +1.63% | +1.12% | +0.22% | -0.28% | -2.90% | -3.45% | +3.06% | +8.72% | -1.37% | +8.03% | -6.68% | +0.54% | -4.24% | +4.57% | -7.87% | +5.41% | -1.95% | +0.12% | -0.28% | -3.99% | -2.81% | -0.82% | -3.08% | -0.79% | +9.34% | +6.00% | +1.46% | -1.77% | +6.89% | -3.74% | -9.33% | +4.95% | +7.71% | +3.79% | +0.92% | -0.79% | -7.78% | +0.04% | -12.82% | -3.33% | +4.65% | -11.03% | -1.74% | -3.64% | +7.35% | -0.10% | +13.15% | -0.59% | +6.51% | +1.43% | +3.09% | -0.32% | -0.10% | +0.50% | +1.07% | -5.54% | +2.23% | -3.55% | +0.93% | +0.21% | +1.65% | +3.43% | +4.23% | +4.31% | +0.46% | -13.12% | -3.96% | +2.83% | -0.29% | +0.93% | -0.23% | -3.39% | +47.86% | +9.78% | +15.28% | +12.34% | -9.68% | +14.51% | +45.18% | +10.35% | -27.59% | +12.71% | +0.68% | +11.88% | +18.82% | +8.71% | +10.57% | +11.88% | -2.39% | -6.86% | -5.99% | -1.57% | -5.89% | +23.16% | +8.92% | +12.61% | -26.79% | -5.76% | +25.97% | +32.58% | -23.01% | +7.26% | -6.25% | +1.73% | -2.39% | -11.02% | -1.73% | -18.32% | -4.23% | +0.13% | -1.81% | +4.37% | -0.62% | +9.07% | +11.30% | +13.62% | -9.45% | -2.89% | +4.92% | +10.03% | +0.22% | -0.62% | +6.48% | -20.21% | +11.19% | +0.32% | -0.59% | -1.43% | -8.16% | +24.68% | -14.08% | +5.00% | +28.88% | +14.09% | -0.79% | -0.37% | -0.87% | +2.94% | -0.37% | -0.30% | -2.19% | -4.33% | -2.93% | -1.98% | -0.89% | -0.30% | +0.46% | -0.22% | +0.97% | +2.14% | +0.93% | -1.32% | +2.92% | -2.10% | +1.96% | -0.45% | -0.30% | +1.85% | +7.34% | +5.15% | +0.64% | +2.07% | -0.57% | -1.32% | -0.21% | +7.01% | +4.42% | -16.96% | +2.56% | -2.42% | -0.81% | +0.44% | +1.06% | +0.61% | +0.64% | -5.03% | -2.86% | +4.61% | -2.21% | +2.91% | -2.45% | +0.03% | +4.40% | -2.95% | -1.42% | -7.35% | +2.46% | +1.28% | +0.24% | +2.70% | -0.38% | +0.03% | +0.61% | -3.97% | -1.20% | -0.90% | -0.71% | -2.49% | -1.10% | -1.65% | +1.32% | -0.32% | -2.09% | -3.17% | +0.14% | +2.48% | +0.21% | -0.86% | -0.90% | -0.99% | -0.42% | +1.57% | +2.64% | -1.87% | -0.01% | -3.70% | +0.08% | +4.61% | -0.15% | +0.83% | +7.30% | +1.88% | +0.48% | -3.36% | +0.59% | +0.08% | -0.53% | +1.01% | +4.08% | -3.81% | -0.24% | +1.91% | +1.49% | -1.74% | -4.53% | -0.93% | +6.77% | +1.08% | -1.89% | -1.19% | +3.17% | +0.31% | -0.24% | +0.02% | -1.60% | +0.78% | -5.07% | -6.49% | +1.71% | -0.19% | -1.85% | -3.35% | -1.07% | +3.87% | -1.59% | -3.65% | -1.50% | -7.52% | -1.83% | -1.59% | +1.70% | -1.35% | 0% | +0.96% | -0.22% | -1.42% | +4.54% | +0.69% | -9.32% | -0.11% | -3.67% | +2.01% | -4.36% | +1.08% | +2.54% | -0.46% | 0% | +0.41% | +3.73% | -0.82% | +0.01% | -0.81% | -0.30% | +1.58% | +1.95% | -2.52% | -1.71% | -0.38% | +0.53% | -1.64% | -0.84% | +0.46% | -0.02% | -0.30% | +0.96% | -1.68% | +3.12% | +2.35% | -6.65% | +0.96% | +2.57% | +1.37% | +0.63% | -2.74% | +6.45% | +2.30% | -4.14% | +2.88% | +0.71% | +0.61% | +0.96% | -3.49% | +5.57% | +0.58% | +6.43% | +3.91% | -3.05% | +0.37% | +5.47% | +4.40% | -1.30% | +1.89% | +2.24% | -2.82% | +1.58% | -8.95% | +1.39% | +0.87% | -2.61% | +0.83% | +1.95% | -2.39% | +1.88% | +2.64% | +4.78% | -12.73% | +0.18% | +2.05% | -0.76% | +0.87% | -6.75% | -3.83% | +0.17% | +0.79% | +0.97% | +6.28% | +0.17% | +3.39% | -10.20% | -0.46% | +3.59% | +2.64% | +6.26% | -1.01% | -0.98% | +0.07% | +0.17% | +4.68% | -4.47% | -2.24% | +3.02% | +5.06% | +5.74% | -2.31% | -1.31% | +6.82% | -1.09% | +1.90% | +6.21% | +3.54% | +4.89% | -1.09% | +1.96% | +3.02% | -0.86% | +7.00% | +0.92% | +4.09% | -0.97% | +3.50% | +2.29% | +4.22% | +2.24% | -1.01% | +5.33% | +7.66% | -1.47% | +1.17% | +2.15% | +2.42% | +2.24% | -1.63% | +1.45% | -0.50% | -4.03% | +2.48% | -1.24% | +2.14% | +2.46% | -3.93% | +1.81% | -2.11% | -3.64% | -0.14% | +1.51% | +0.19% | -0.35% | -0.14% | 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| -3.08% | -1.72% | -0.03% | +0.39% | +2.04% | +2.17% | +2.59% | -2.20% | -0.83% | -1.16% | +0.44% | -7.01% | +3.12% | +9.42% | -1.39% | +3.86% | +1.86% | +0.99% | +1.86% | +4.46% | +3.19% | -2.43% | +3.04% | +1.96% | -0.33% | +6.82% | +3.07% | +0.42% | -0.86% | +1.35% | +0.96% | +0.45% | +0.41% | +1.61% | +1.15% | -4.07% | +9.81% | -5.65% | -0.51% | +0.44% | -2.28% | +6.23% | +2.12% | -0.50% | +5.34% | -3.37% | -1.48% | +0.25% | +1.72% | +0.57% | -0.12% | +3.70% | -8.75% | +7.18% | -0.71% | +4.26% | +3.54% | +4.99% | +0.37% | +2.15% | -1.28% | -4.76% | -0.24% | +0.32% | -0.98% | +3.98% | +0.14% | +0.87% | +0.35% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 7 entries, 0 to 6 Columns: 1171 entries, Industry to W9_TRUNG VỊ dtypes: object(1171) memory usage: 64.2+ KB None Số giá trị bị rỗng: Industry 0 Type of Value 0 M10_2010 0 M10_2011 0 M10_2012 0 M10_2013 0 M10_2014 0 M10_2015 0 M10_2016 0 M10_2017 0 M10_2018 0 M10_2019 0 M10_2020 0 M10_2021 0 M10_2022 0 M10_2023 0 M10_2024 0 M10_TRUNG BÌNH 0 M10_TRUNG VỊ 0 M11_2010 0 M11_2011 0 M11_2012 0 M11_2013 0 M11_2014 0 M11_2015 0 M11_2016 0 M11_2017 0 M11_2018 0 M11_2019 0 M11_2020 0 M11_2021 0 M11_2022 0 M11_2023 0 M11_2024 0 M11_TRUNG BÌNH 0 M11_TRUNG VỊ 0 M12_2010 0 M12_2011 0 M12_2012 0 M12_2013 0 M12_2014 0 M12_2015 0 M12_2016 0 M12_2017 0 M12_2018 0 M12_2019 0 M12_2020 0 M12_2021 0 M12_2022 0 M12_2023 0 M12_2024 0 M12_TRUNG BÌNH 0 M12_TRUNG VỊ 0 M1_2010 0 M1_2011 0 M1_2012 0 M1_2013 0 M1_2014 0 M1_2015 0 M1_2016 0 M1_2017 0 M1_2018 0 M1_2019 0 M1_2020 0 M1_2021 0 M1_2022 0 M1_2023 0 M1_2024 0 M1_2025 0 M1_TRUNG BÌNH 0 M1_TRUNG VỊ 0 M2_2010 0 M2_2011 0 M2_2012 0 M2_2013 0 M2_2014 0 M2_2015 0 M2_2016 0 M2_2017 0 M2_2018 0 M2_2019 0 M2_2020 0 M2_2021 0 M2_2022 0 M2_2023 0 M2_2024 0 M2_2025 0 M2_TRUNG BÌNH 0 M2_TRUNG VỊ 0 M3_2010 0 M3_2011 0 M3_2012 0 M3_2013 0 M3_2014 0 M3_2015 0 M3_2016 0 M3_2017 0 M3_2018 0 M3_2019 0 M3_2020 0 M3_2021 0 M3_2022 0 M3_2023 0 M3_2024 0 M3_2025 0 M3_TRUNG BÌNH 0 M3_TRUNG VỊ 0 M4_2010 0 M4_2011 0 M4_2012 0 M4_2013 0 M4_2014 0 M4_2015 0 M4_2016 0 M4_2017 0 M4_2018 0 M4_2019 0 M4_2020 0 M4_2021 0 M4_2022 0 M4_2023 0 M4_2024 0 M4_TRUNG BÌNH 0 M4_TRUNG VỊ 0 M5_2010 0 M5_2011 0 M5_2012 0 M5_2013 0 M5_2014 0 M5_2015 0 M5_2016 0 M5_2017 0 M5_2018 0 M5_2019 0 M5_2020 0 M5_2021 0 M5_2022 0 M5_2023 0 M5_2024 0 M5_TRUNG BÌNH 0 M5_TRUNG VỊ 0 M6_2010 0 M6_2011 0 M6_2012 0 M6_2013 0 M6_2014 0 M6_2015 0 M6_2016 0 M6_2017 0 M6_2018 0 M6_2019 0 M6_2020 0 M6_2021 0 M6_2022 0 M6_2023 0 M6_2024 0 M6_TRUNG BÌNH 0 M6_TRUNG VỊ 0 M7_2010 0 M7_2011 0 M7_2012 0 M7_2013 0 M7_2014 0 M7_2015 0 M7_2016 0 M7_2017 0 M7_2018 0 M7_2019 0 M7_2020 0 M7_2021 0 M7_2022 0 M7_2023 0 M7_2024 0 M7_TRUNG BÌNH 0 M7_TRUNG VỊ 0 M8_2010 0 M8_2011 0 M8_2012 0 M8_2013 0 M8_2014 0 M8_2015 0 M8_2016 0 M8_2017 0 M8_2018 0 M8_2019 0 M8_2020 0 M8_2021 0 M8_2022 0 M8_2023 0 M8_2024 0 M8_TRUNG BÌNH 0 M8_TRUNG VỊ 0 M9_2010 0 M9_2011 0 M9_2012 0 M9_2013 0 M9_2014 0 M9_2015 0 M9_2016 0 M9_2017 0 M9_2018 0 M9_2019 0 M9_2020 0 M9_2021 0 M9_2022 0 M9_2023 0 M9_2024 0 M9_TRUNG BÌNH 0 M9_TRUNG VỊ 0 Q1_2010 0 Q1_2011 0 Q1_2012 0 Q1_2013 0 Q1_2014 0 Q1_2015 0 Q1_2016 0 Q1_2017 0 Q1_2018 0 Q1_2019 0 Q1_2020 0 Q1_2021 0 Q1_2022 0 Q1_2023 0 Q1_2024 0 Q1_2025 0 Q1_TRUNG BÌNH 0 Q1_TRUNG VỊ 0 Q2_2010 0 Q2_2011 0 Q2_2012 0 Q2_2013 0 Q2_2014 0 Q2_2015 0 Q2_2016 0 Q2_2017 0 Q2_2018 0 Q2_2019 0 Q2_2020 0 Q2_2021 0 Q2_2022 0 Q2_2023 0 Q2_2024 0 Q2_TRUNG BÌNH 0 Q2_TRUNG VỊ 0 Q3_2010 0 Q3_2011 0 Q3_2012 0 Q3_2013 0 Q3_2014 0 Q3_2015 0 Q3_2016 0 Q3_2017 0 Q3_2018 0 Q3_2019 0 Q3_2020 0 Q3_2021 0 Q3_2022 0 Q3_2023 0 Q3_2024 0 Q3_TRUNG BÌNH 0 Q3_TRUNG VỊ 0 Q4_2010 0 Q4_2011 0 Q4_2012 0 Q4_2013 0 Q4_2014 0 Q4_2015 0 Q4_2016 0 Q4_2017 0 Q4_2018 0 Q4_2019 0 Q4_2020 0 Q4_2021 0 Q4_2022 0 Q4_2023 0 Q4_2024 0 Q4_TRUNG BÌNH 0 Q4_TRUNG VỊ 0 W10_2010 0 W10_2011 0 W10_2012 0 W10_2013 0 W10_2014 0 W10_2015 0 W10_2016 0 W10_2017 0 W10_2018 0 W10_2019 0 W10_2020 0 W10_2021 0 W10_2022 0 W10_2023 0 W10_2024 0 W10_2025 0 W10_TRUNG BÌNH 0 W10_TRUNG VỊ 0 W11_2010 0 W11_2011 0 W11_2012 0 W11_2013 0 W11_2014 0 W11_2015 0 W11_2016 0 W11_2017 0 W11_2018 0 W11_2019 0 W11_2020 0 W11_2021 0 W11_2022 0 W11_2023 0 W11_2024 0 W11_2025 0 W11_TRUNG BÌNH 0 W11_TRUNG VỊ 0 W12_2010 0 W12_2011 0 W12_2012 0 W12_2013 0 W12_2014 0 W12_2015 0 W12_2016 0 W12_2017 0 W12_2018 0 W12_2019 0 W12_2020 0 W12_2021 0 W12_2022 0 W12_2023 0 W12_2024 0 W12_TRUNG BÌNH 0 W12_TRUNG VỊ 0 W13_2010 0 W13_2011 0 W13_2012 0 W13_2013 0 W13_2014 0 W13_2015 0 W13_2016 0 W13_2017 0 W13_2018 0 W13_2019 0 W13_2020 0 W13_2021 0 W13_2022 0 W13_2023 0 W13_2024 0 W13_TRUNG BÌNH 0 W13_TRUNG VỊ 0 W14_2010 0 W14_2011 0 W14_2012 0 W14_2013 0 W14_2014 0 W14_2015 0 W14_2016 0 W14_2017 0 W14_2018 0 W14_2019 0 W14_2020 0 W14_2021 0 W14_2022 0 W14_2023 0 W14_2024 0 W14_TRUNG BÌNH 0 W14_TRUNG VỊ 0 W15_2010 0 W15_2011 0 W15_2012 0 W15_2013 0 W15_2014 0 W15_2015 0 W15_2016 0 W15_2017 0 W15_2018 0 W15_2019 0 W15_2020 0 W15_2021 0 W15_2022 0 W15_2023 0 W15_2024 0 W15_TRUNG BÌNH 0 W15_TRUNG VỊ 0 W16_2010 0 W16_2011 0 W16_2012 0 W16_2013 0 W16_2014 0 W16_2015 0 W16_2016 0 W16_2017 0 W16_2018 0 W16_2019 0 W16_2020 0 W16_2021 0 W16_2022 0 W16_2023 0 W16_2024 0 W16_TRUNG BÌNH 0 W16_TRUNG VỊ 0 W17_2010 0 W17_2011 0 W17_2012 0 W17_2013 0 W17_2014 0 W17_2015 0 W17_2016 0 W17_2017 0 W17_2018 0 W17_2019 0 W17_2020 0 W17_2021 0 W17_2022 0 W17_2023 0 W17_2024 0 W17_TRUNG BÌNH 0 W17_TRUNG VỊ 0 W18_2010 0 W18_2011 0 W18_2012 0 W18_2013 0 W18_2014 0 W18_2015 0 W18_2016 0 W18_2017 0 W18_2018 0 W18_2019 0 W18_2020 0 W18_2021 0 W18_2022 0 W18_2023 0 W18_2024 0 W18_TRUNG BÌNH 0 W18_TRUNG VỊ 0 W19_2010 0 W19_2011 0 W19_2012 0 W19_2013 0 W19_2014 0 W19_2015 0 W19_2016 0 W19_2017 0 W19_2018 0 W19_2019 0 W19_2020 0 W19_2021 0 W19_2022 0 W19_2023 0 W19_2024 0 W19_TRUNG BÌNH 0 W19_TRUNG VỊ 0 W1_2012 0 W1_2013 0 W1_2014 0 W1_2017 0 W1_2018 0 W1_2019 0 W1_2020 0 W1_2023 0 W1_2024 0 W1_2025 0 W1_TRUNG BÌNH 0 W1_TRUNG VỊ 0 W20_2010 0 W20_2011 0 W20_2012 0 W20_2013 0 W20_2014 0 W20_2015 0 W20_2016 0 W20_2017 0 W20_2018 0 W20_2019 0 W20_2020 0 W20_2021 0 W20_2022 0 W20_2023 0 W20_2024 0 W20_TRUNG BÌNH 0 W20_TRUNG VỊ 0 W21_2010 0 W21_2011 0 W21_2012 0 W21_2013 0 W21_2014 0 W21_2015 0 W21_2016 0 W21_2017 0 W21_2018 0 W21_2019 0 W21_2020 0 W21_2021 0 W21_2022 0 W21_2023 0 W21_2024 0 W21_TRUNG BÌNH 0 W21_TRUNG VỊ 0 W22_2010 0 W22_2011 0 W22_2012 0 W22_2013 0 W22_2014 0 W22_2015 0 W22_2016 0 W22_2017 0 W22_2018 0 W22_2019 0 W22_2020 0 W22_2021 0 W22_2022 0 W22_2023 0 W22_2024 0 W22_TRUNG BÌNH 0 W22_TRUNG VỊ 0 W23_2010 0 W23_2011 0 W23_2012 0 W23_2013 0 W23_2014 0 W23_2015 0 W23_2016 0 W23_2017 0 W23_2018 0 W23_2019 0 W23_2020 0 W23_2021 0 W23_2022 0 W23_2023 0 W23_2024 0 W23_TRUNG BÌNH 0 W23_TRUNG VỊ 0 W24_2010 0 W24_2011 0 W24_2012 0 W24_2013 0 W24_2014 0 W24_2015 0 W24_2016 0 W24_2017 0 W24_2018 0 W24_2019 0 W24_2020 0 W24_2021 0 W24_2022 0 W24_2023 0 W24_2024 0 W24_TRUNG BÌNH 0 W24_TRUNG VỊ 0 W25_2010 0 W25_2011 0 W25_2012 0 W25_2013 0 W25_2014 0 W25_2015 0 W25_2016 0 W25_2017 0 W25_2018 0 W25_2019 0 W25_2020 0 W25_2021 0 W25_2022 0 W25_2023 0 W25_2024 0 W25_TRUNG BÌNH 0 W25_TRUNG VỊ 0 W26_2010 0 W26_2011 0 W26_2012 0 W26_2013 0 W26_2014 0 W26_2015 0 W26_2016 0 W26_2017 0 W26_2018 0 W26_2019 0 W26_2020 0 W26_2021 0 W26_2022 0 W26_2023 0 W26_2024 0 W26_TRUNG BÌNH 0 W26_TRUNG VỊ 0 W27_2010 0 W27_2011 0 W27_2012 0 W27_2013 0 W27_2014 0 W27_2015 0 W27_2016 0 W27_2017 0 W27_2018 0 W27_2019 0 W27_2020 0 W27_2021 0 W27_2022 0 W27_2023 0 W27_2024 0 W27_TRUNG BÌNH 0 W27_TRUNG VỊ 0 W28_2010 0 W28_2011 0 W28_2012 0 W28_2013 0 W28_2014 0 W28_2015 0 W28_2016 0 W28_2017 0 W28_2018 0 W28_2019 0 W28_2020 0 W28_2021 0 W28_2022 0 W28_2023 0 W28_2024 0 W28_TRUNG BÌNH 0 W28_TRUNG VỊ 0 W29_2010 0 W29_2011 0 W29_2012 0 W29_2013 0 W29_2014 0 W29_2015 0 W29_2016 0 W29_2017 0 W29_2018 0 W29_2019 0 W29_2020 0 W29_2021 0 W29_2022 0 W29_2023 0 W29_2024 0 W29_TRUNG BÌNH 0 W29_TRUNG VỊ 0 W2_2010 0 W2_2011 0 W2_2012 0 W2_2013 0 W2_2014 0 W2_2015 0 W2_2016 0 W2_2017 0 W2_2018 0 W2_2019 0 W2_2020 0 W2_2021 0 W2_2022 0 W2_2023 0 W2_2024 0 W2_2025 0 W2_TRUNG BÌNH 0 W2_TRUNG VỊ 0 W30_2010 0 W30_2011 0 W30_2012 0 W30_2013 0 W30_2014 0 W30_2015 0 W30_2016 0 W30_2017 0 W30_2018 0 W30_2019 0 W30_2020 0 W30_2021 0 W30_2022 0 W30_2023 0 W30_2024 0 W30_TRUNG BÌNH 0 W30_TRUNG VỊ 0 W31_2010 0 W31_2011 0 W31_2012 0 W31_2013 0 W31_2014 0 W31_2015 0 W31_2016 0 W31_2017 0 W31_2018 0 W31_2019 0 W31_2020 0 W31_2021 0 W31_2022 0 W31_2023 0 W31_2024 0 W31_TRUNG BÌNH 0 W31_TRUNG VỊ 0 W32_2010 0 W32_2011 0 W32_2012 0 W32_2013 0 W32_2014 0 W32_2015 0 W32_2016 0 W32_2017 0 W32_2018 0 W32_2019 0 W32_2020 0 W32_2021 0 W32_2022 0 W32_2023 0 W32_2024 0 W32_TRUNG BÌNH 0 W32_TRUNG VỊ 0 W33_2010 0 W33_2011 0 W33_2012 0 W33_2013 0 W33_2014 0 W33_2015 0 W33_2016 0 W33_2017 0 W33_2018 0 W33_2019 0 W33_2020 0 W33_2021 0 W33_2022 0 W33_2023 0 W33_2024 0 W33_TRUNG BÌNH 0 W33_TRUNG VỊ 0 W34_2010 0 W34_2011 0 W34_2012 0 W34_2013 0 W34_2014 0 W34_2015 0 W34_2016 0 W34_2017 0 W34_2018 0 W34_2019 0 W34_2020 0 W34_2021 0 W34_2022 0 W34_2023 0 W34_2024 0 W34_TRUNG BÌNH 0 W34_TRUNG VỊ 0 W35_2010 0 W35_2011 0 W35_2012 0 W35_2013 0 W35_2014 0 W35_2015 0 W35_2016 0 W35_2017 0 W35_2018 0 W35_2019 0 W35_2020 0 W35_2021 0 W35_2022 0 W35_2023 0 W35_2024 0 W35_TRUNG BÌNH 0 W35_TRUNG VỊ 0 W36_2010 0 W36_2011 0 W36_2012 0 W36_2013 0 W36_2014 0 W36_2015 0 W36_2016 0 W36_2017 0 W36_2018 0 W36_2019 0 W36_2020 0 W36_2021 0 W36_2022 0 W36_2023 0 W36_2024 0 W36_TRUNG BÌNH 0 W36_TRUNG VỊ 0 W37_2010 0 W37_2011 0 W37_2012 0 W37_2013 0 W37_2014 0 W37_2015 0 W37_2016 0 W37_2017 0 W37_2018 0 W37_2019 0 W37_2020 0 W37_2021 0 W37_2022 0 W37_2023 0 W37_2024 0 W37_TRUNG BÌNH 0 W37_TRUNG VỊ 0 W38_2010 0 W38_2011 0 W38_2012 0 W38_2013 0 W38_2014 0 W38_2015 0 W38_2016 0 W38_2017 0 W38_2018 0 W38_2019 0 W38_2020 0 W38_2021 0 W38_2022 0 W38_2023 0 W38_2024 0 W38_TRUNG BÌNH 0 W38_TRUNG VỊ 0 W39_2010 0 W39_2011 0 W39_2012 0 W39_2013 0 W39_2014 0 W39_2015 0 W39_2016 0 W39_2017 0 W39_2018 0 W39_2019 0 W39_2020 0 W39_2021 0 W39_2022 0 W39_2023 0 W39_2024 0 W39_TRUNG BÌNH 0 W39_TRUNG VỊ 0 W3_2010 0 W3_2011 0 W3_2012 0 W3_2013 0 W3_2014 0 W3_2015 0 W3_2016 0 W3_2017 0 W3_2018 0 W3_2019 0 W3_2020 0 W3_2021 0 W3_2022 0 W3_2023 0 W3_2024 0 W3_2025 0 W3_TRUNG BÌNH 0 W3_TRUNG VỊ 0 W40_2010 0 W40_2011 0 W40_2012 0 W40_2013 0 W40_2014 0 W40_2015 0 W40_2016 0 W40_2017 0 W40_2018 0 W40_2019 0 W40_2020 0 W40_2021 0 W40_2022 0 W40_2023 0 W40_2024 0 W40_TRUNG BÌNH 0 W40_TRUNG VỊ 0 W41_2010 0 W41_2011 0 W41_2012 0 W41_2013 0 W41_2014 0 W41_2015 0 W41_2016 0 W41_2017 0 W41_2018 0 W41_2019 0 W41_2020 0 W41_2021 0 W41_2022 0 W41_2023 0 W41_2024 0 W41_TRUNG BÌNH 0 W41_TRUNG VỊ 0 W42_2010 0 W42_2011 0 W42_2012 0 W42_2013 0 W42_2014 0 W42_2015 0 W42_2016 0 W42_2017 0 W42_2018 0 W42_2019 0 W42_2020 0 W42_2021 0 W42_2022 0 W42_2023 0 W42_2024 0 W42_TRUNG BÌNH 0 W42_TRUNG VỊ 0 W43_2010 0 W43_2011 0 W43_2012 0 W43_2013 0 W43_2014 0 W43_2015 0 W43_2016 0 W43_2017 0 W43_2018 0 W43_2019 0 W43_2020 0 W43_2021 0 W43_2022 0 W43_2023 0 W43_2024 0 W43_TRUNG BÌNH 0 W43_TRUNG VỊ 0 W44_2010 0 W44_2011 0 W44_2012 0 W44_2013 0 W44_2014 0 W44_2015 0 W44_2016 0 W44_2017 0 W44_2018 0 W44_2019 0 W44_2020 0 W44_2021 0 W44_2022 0 W44_2023 0 W44_2024 0 W44_TRUNG BÌNH 0 W44_TRUNG VỊ 0 W45_2010 0 W45_2011 0 W45_2012 0 W45_2013 0 W45_2014 0 W45_2015 0 W45_2016 0 W45_2017 0 W45_2018 0 W45_2019 0 W45_2020 0 W45_2021 0 W45_2022 0 W45_2023 0 W45_2024 0 W45_TRUNG BÌNH 0 W45_TRUNG VỊ 0 W46_2010 0 W46_2011 0 W46_2012 0 W46_2013 0 W46_2014 0 W46_2015 0 W46_2016 0 W46_2017 0 W46_2018 0 W46_2019 0 W46_2020 0 W46_2021 0 W46_2022 0 W46_2023 0 W46_2024 0 W46_TRUNG BÌNH 0 W46_TRUNG VỊ 0 W47_2010 0 W47_2011 0 W47_2012 0 W47_2013 0 W47_2014 0 W47_2015 0 W47_2016 0 W47_2017 0 W47_2018 0 W47_2019 0 W47_2020 0 W47_2021 0 W47_2022 0 W47_2023 0 W47_2024 0 W47_TRUNG BÌNH 0 W47_TRUNG VỊ 0 W48_2010 0 W48_2011 0 W48_2012 0 W48_2013 0 W48_2014 0 W48_2015 0 W48_2016 0 W48_2017 0 W48_2018 0 W48_2019 0 W48_2020 0 W48_2021 0 W48_2022 0 W48_2023 0 W48_2024 0 W48_TRUNG BÌNH 0 W48_TRUNG VỊ 0 W49_2010 0 W49_2011 0 W49_2012 0 W49_2013 0 W49_2014 0 W49_2015 0 W49_2016 0 W49_2017 0 W49_2018 0 W49_2019 0 W49_2020 0 W49_2021 0 W49_2022 0 W49_2023 0 W49_2024 0 W49_TRUNG BÌNH 0 W49_TRUNG VỊ 0 W4_2010 0 W4_2011 0 W4_2013 0 W4_2014 0 W4_2015 0 W4_2016 0 W4_2017 0 W4_2018 0 W4_2019 0 W4_2020 0 W4_2021 0 W4_2022 0 W4_2023 0 W4_2024 0 W4_2025 0 W4_TRUNG BÌNH 0 W4_TRUNG VỊ 0 W50_2010 0 W50_2011 0 W50_2012 0 W50_2013 0 W50_2014 0 W50_2015 0 W50_2016 0 W50_2017 0 W50_2018 0 W50_2019 0 W50_2020 0 W50_2021 0 W50_2022 0 W50_2023 0 W50_2024 0 W50_TRUNG BÌNH 0 W50_TRUNG VỊ 0 W51_2010 0 W51_2011 0 W51_2012 0 W51_2013 0 W51_2014 0 W51_2015 0 W51_2016 0 W51_2017 0 W51_2018 0 W51_2019 0 W51_2020 0 W51_2021 0 W51_2022 0 W51_2023 0 W51_2024 0 W51_TRUNG BÌNH 0 W51_TRUNG VỊ 0 W52_2010 0 W52_2011 0 W52_2012 0 W52_2013 0 W52_2014 0 W52_2015 0 W52_2016 0 W52_2017 0 W52_2018 0 W52_2019 0 W52_2020 0 W52_2021 0 W52_2022 0 W52_2023 0 W52_2024 0 W52_TRUNG BÌNH 0 W52_TRUNG VỊ 0 W53_2010 0 W53_2011 0 W53_2013 0 W53_2014 0 W53_2015 0 W53_2016 0 W53_2019 0 W53_2020 0 W53_2021 0 W53_2022 0 W53_2024 0 W53_TRUNG BÌNH 0 W53_TRUNG VỊ 0 W5_2010 0 W5_2011 0 W5_2012 0 W5_2013 0 W5_2014 0 W5_2015 0 W5_2016 0 W5_2017 0 W5_2018 0 W5_2019 0 W5_2020 0 W5_2021 0 W5_2022 0 W5_2023 0 W5_2024 0 W5_TRUNG BÌNH 0 W5_TRUNG VỊ 0 W6_2010 0 W6_2012 0 W6_2013 0 W6_2014 0 W6_2015 0 W6_2016 0 W6_2017 0 W6_2018 0 W6_2020 0 W6_2021 0 W6_2023 0 W6_2024 0 W6_2025 0 W6_TRUNG BÌNH 0 W6_TRUNG VỊ 0 W7_2010 0 W7_2011 0 W7_2012 0 W7_2014 0 W7_2015 0 W7_2017 0 W7_2018 0 W7_2019 0 W7_2020 0 W7_2021 0 W7_2022 0 W7_2023 0 W7_2024 0 W7_2025 0 W7_TRUNG BÌNH 0 W7_TRUNG VỊ 0 W8_2011 0 W8_2012 0 W8_2013 0 W8_2014 0 W8_2016 0 W8_2017 0 W8_2018 0 W8_2019 0 W8_2020 0 W8_2021 0 W8_2022 0 W8_2023 0 W8_2024 0 W8_2025 0 W8_TRUNG BÌNH 0 W8_TRUNG VỊ 0 W9_2010 0 W9_2011 0 W9_2012 0 W9_2013 0 W9_2014 0 W9_2015 0 W9_2016 0 W9_2017 0 W9_2018 0 W9_2019 0 W9_2020 0 W9_2021 0 W9_2022 0 W9_2023 0 W9_2024 0 W9_2025 0 W9_TRUNG BÌNH 0 W9_TRUNG VỊ 0 dtype: int64 Thống kê các giá trị:
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 |
| unique | 7 | 1 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 6 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 6 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 5 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 | 7 |
| top | Chăm sóc sức khỏe | Hiệu suất ngành | -4.42% | +1.47% | -2.49% | +1.49% | +1.32% | +2.35% | -6.92% | -2.24% | -6.57% | -0.88% | +0.08% | +4.18% | -4.85% | -5.69% | -2.06% | -1.68% | -2.06% | -7.15% | -7.89% | -1.49% | +1.90% | +2.26% | -3.56% | +0.18% | +9.45% | -1.31% | +3.10% | +3.04% | +6.98% | +5.29% | +2.55% | +2.57% | +1.06% | +2.26% | +2.15% | -4.26% | +9.56% | +3.69% | -0.76% | +0.47% | -1.84% | +3.13% | +0.36% | +3.51% | +10.67% | +4.71% | +3.13% | +0.59% | +3.01% | +2.54% | +3.01% | -2.31% | -4.92% | +7.94% | +1.94% | +11.57% | -0.25% | -2.63% | +8.96% | +0.23% | -0.02% | +5.44% | -1.41% | -6.83% | +2.70% | +0.24% | -1.50% | +1.20% | +0.11% | +1.25% | -5.15% | +3.14% | +2.83% | +2.62% | +0.43% | +22.49% | +4.82% | -1.62% | +11.67% | -5.25% | +0.32% | +10.78% | +0.81% | +3.35% | +3.68% | +3.51% | +3.82% | +4.71% | -2.26% | +0.32% | +13.94% | +5.42% | -3.28% | +0.63% | +9.57% | +0.45% | +5.76% | -16.25% | +4.38% | -1.18% | -2.18% | +3.66% | +0.03% | +1.58% | +0.63% | 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| -0.95% | +18.09% | -16.33% | +3.23% | +2.00% | +1.28% | +7.40% | +2.24% | +6.69% | +3.57% | +0.39% | -1.40% | +3.31% | +11.80% | -6.05% | -6.49% | +24.61% | +30.80% | -8.42% | -5.39% | +15.86% | +9.44% | -11.93% | +24.94% | +8.22% | +5.98% | +3.31% | -6.53% | +21.31% | +10.04% | +16.69% | +3.19% | -11.42% | +9.92% | -9.45% | +3.44% | +0.42% | +9.32% | +10.27% | -0.27% | -1.18% | +8.78% | +4.30% | +3.44% | -9.34% | -10.51% | +5.24% | +7.23% | +2.82% | -0.83% | -8.47% | +10.35% | -7.46% | +5.78% | +14.14% | +16.71% | +3.32% | -2.71% | +3.48% | +1.98% | +3.32% | +2.01% | -1.78% | -1.22% | +2.22% | +2.39% | +0.95% | +3.42% | +2.31% | -1.41% | +2.00% | 0% | +0.42% | +0.41% | -0.69% | +0.95% | -0.05% | +0.75% | +0.68% | +3.28% | +3.32% | +0.19% | +4.08% | +6.63% | -0.98% | +0.67% | +1.29% | +2.34% | +1.07% | -8.54% | +2.30% | -1.71% | -0.89% | +0.63% | +0.09% | +0.91% | +1.07% | -2.28% | -2.79% | +1.54% | +9.08% | -1.85% | -0.68% | -0.98% | +0.64% | +3.02% | +0.51% | -3.59% | +1.45% | 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| freq | 1 | 7 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
Industry 7 Type of Value 1 M10_2010 7 M10_2011 7 M10_2012 7 M10_2013 7 M10_2014 7 M10_2015 7 M10_2016 7 M10_2017 7 M10_2018 7 M10_2019 7 M10_2020 7 M10_2021 7 M10_2022 7 M10_2023 7 M10_2024 7 M10_TRUNG BÌNH 7 M10_TRUNG VỊ 7 M11_2010 7 M11_2011 7 M11_2012 7 M11_2013 7 M11_2014 7 M11_2015 7 M11_2016 7 M11_2017 7 M11_2018 7 M11_2019 7 M11_2020 7 M11_2021 7 M11_2022 7 M11_2023 7 M11_2024 7 M11_TRUNG BÌNH 7 M11_TRUNG VỊ 7 M12_2010 7 M12_2011 7 M12_2012 7 M12_2013 7 M12_2014 7 M12_2015 7 M12_2016 7 M12_2017 7 M12_2018 7 M12_2019 7 M12_2020 7 M12_2021 7 M12_2022 7 M12_2023 7 M12_2024 7 M12_TRUNG BÌNH 7 M12_TRUNG VỊ 7 M1_2010 7 M1_2011 7 M1_2012 7 M1_2013 7 M1_2014 7 M1_2015 7 M1_2016 7 M1_2017 7 M1_2018 7 M1_2019 7 M1_2020 7 M1_2021 7 M1_2022 7 M1_2023 7 M1_2024 7 M1_2025 7 M1_TRUNG BÌNH 7 M1_TRUNG VỊ 7 M2_2010 7 M2_2011 7 M2_2012 7 M2_2013 7 M2_2014 7 M2_2015 7 M2_2016 7 M2_2017 7 M2_2018 7 M2_2019 7 M2_2020 7 M2_2021 7 M2_2022 7 M2_2023 7 M2_2024 7 M2_2025 7 M2_TRUNG BÌNH 7 M2_TRUNG VỊ 6 M3_2010 7 M3_2011 7 M3_2012 7 M3_2013 7 M3_2014 7 M3_2015 7 M3_2016 7 M3_2017 7 M3_2018 7 M3_2019 7 M3_2020 7 M3_2021 6 M3_2022 7 M3_2023 7 M3_2024 7 M3_2025 7 M3_TRUNG BÌNH 7 M3_TRUNG VỊ 7 M4_2010 7 M4_2011 7 M4_2012 7 M4_2013 7 M4_2014 7 M4_2015 6 M4_2016 7 M4_2017 7 M4_2018 7 M4_2019 7 M4_2020 7 M4_2021 7 M4_2022 6 M4_2023 7 M4_2024 7 M4_TRUNG BÌNH 7 M4_TRUNG VỊ 7 M5_2010 7 M5_2011 7 M5_2012 7 M5_2013 7 M5_2014 7 M5_2015 7 M5_2016 7 M5_2017 7 M5_2018 7 M5_2019 7 M5_2020 7 M5_2021 7 M5_2022 7 M5_2023 7 M5_2024 7 M5_TRUNG BÌNH 7 M5_TRUNG VỊ 7 M6_2010 7 M6_2011 7 M6_2012 7 M6_2013 7 M6_2014 7 M6_2015 7 M6_2016 7 M6_2017 7 M6_2018 7 M6_2019 7 M6_2020 7 M6_2021 7 M6_2022 7 M6_2023 7 M6_2024 7 M6_TRUNG BÌNH 6 M6_TRUNG VỊ 7 M7_2010 7 M7_2011 7 M7_2012 6 M7_2013 7 M7_2014 7 M7_2015 7 M7_2016 6 M7_2017 7 M7_2018 7 M7_2019 7 M7_2020 7 M7_2021 7 M7_2022 7 M7_2023 7 M7_2024 7 M7_TRUNG BÌNH 7 M7_TRUNG VỊ 7 M8_2010 7 M8_2011 7 M8_2012 7 M8_2013 7 M8_2014 7 M8_2015 7 M8_2016 7 M8_2017 7 M8_2018 7 M8_2019 7 M8_2020 7 M8_2021 6 M8_2022 7 M8_2023 7 M8_2024 7 M8_TRUNG BÌNH 7 M8_TRUNG VỊ 7 M9_2010 7 M9_2011 7 M9_2012 7 M9_2013 7 M9_2014 7 M9_2015 7 M9_2016 7 M9_2017 7 M9_2018 7 M9_2019 7 M9_2020 7 M9_2021 7 M9_2022 7 M9_2023 7 M9_2024 7 M9_TRUNG BÌNH 7 M9_TRUNG VỊ 7 Q1_2010 7 Q1_2011 7 Q1_2012 7 Q1_2013 7 Q1_2014 7 Q1_2015 7 Q1_2016 7 Q1_2017 7 Q1_2018 7 Q1_2019 7 Q1_2020 7 Q1_2021 7 Q1_2022 7 Q1_2023 7 Q1_2024 7 Q1_2025 7 Q1_TRUNG BÌNH 7 Q1_TRUNG VỊ 7 Q2_2010 7 Q2_2011 7 Q2_2012 7 Q2_2013 7 Q2_2014 7 Q2_2015 7 Q2_2016 7 Q2_2017 7 Q2_2018 7 Q2_2019 7 Q2_2020 7 Q2_2021 7 Q2_2022 7 Q2_2023 7 Q2_2024 7 Q2_TRUNG BÌNH 7 Q2_TRUNG VỊ 7 Q3_2010 7 Q3_2011 7 Q3_2012 7 Q3_2013 7 Q3_2014 7 Q3_2015 7 Q3_2016 7 Q3_2017 7 Q3_2018 7 Q3_2019 7 Q3_2020 7 Q3_2021 7 Q3_2022 7 Q3_2023 7 Q3_2024 7 Q3_TRUNG BÌNH 7 Q3_TRUNG VỊ 7 Q4_2010 7 Q4_2011 7 Q4_2012 7 Q4_2013 7 Q4_2014 7 Q4_2015 7 Q4_2016 7 Q4_2017 7 Q4_2018 7 Q4_2019 7 Q4_2020 7 Q4_2021 7 Q4_2022 7 Q4_2023 7 Q4_2024 7 Q4_TRUNG BÌNH 7 Q4_TRUNG VỊ 7 W10_2010 7 W10_2011 7 W10_2012 7 W10_2013 7 W10_2014 7 W10_2015 7 W10_2016 7 W10_2017 7 W10_2018 7 W10_2019 7 W10_2020 7 W10_2021 7 W10_2022 7 W10_2023 7 W10_2024 7 W10_2025 7 W10_TRUNG BÌNH 7 W10_TRUNG VỊ 7 W11_2010 7 W11_2011 7 W11_2012 7 W11_2013 7 W11_2014 7 W11_2015 7 W11_2016 7 W11_2017 7 W11_2018 7 W11_2019 7 W11_2020 7 W11_2021 7 W11_2022 7 W11_2023 7 W11_2024 7 W11_2025 7 W11_TRUNG BÌNH 7 W11_TRUNG VỊ 7 W12_2010 7 W12_2011 7 W12_2012 7 W12_2013 7 W12_2014 7 W12_2015 7 W12_2016 7 W12_2017 7 W12_2018 7 W12_2019 7 W12_2020 7 W12_2021 7 W12_2022 7 W12_2023 7 W12_2024 7 W12_TRUNG BÌNH 7 W12_TRUNG VỊ 7 W13_2010 7 W13_2011 7 W13_2012 7 W13_2013 7 W13_2014 7 W13_2015 7 W13_2016 7 W13_2017 7 W13_2018 7 W13_2019 7 W13_2020 7 W13_2021 7 W13_2022 7 W13_2023 7 W13_2024 7 W13_TRUNG BÌNH 7 W13_TRUNG VỊ 7 W14_2010 6 W14_2011 7 W14_2012 6 W14_2013 7 W14_2014 7 W14_2015 6 W14_2016 7 W14_2017 7 W14_2018 7 W14_2019 7 W14_2020 7 W14_2021 7 W14_2022 7 W14_2023 7 W14_2024 7 W14_TRUNG BÌNH 6 W14_TRUNG VỊ 6 W15_2010 7 W15_2011 7 W15_2012 7 W15_2013 7 W15_2014 7 W15_2015 7 W15_2016 7 W15_2017 7 W15_2018 7 W15_2019 6 W15_2020 7 W15_2021 7 W15_2022 7 W15_2023 7 W15_2024 7 W15_TRUNG BÌNH 7 W15_TRUNG VỊ 7 W16_2010 7 W16_2011 7 W16_2012 7 W16_2013 7 W16_2014 7 W16_2015 7 W16_2016 7 W16_2017 7 W16_2018 7 W16_2019 7 W16_2020 7 W16_2021 7 W16_2022 7 W16_2023 7 W16_2024 7 W16_TRUNG BÌNH 7 W16_TRUNG VỊ 7 W17_2010 7 W17_2011 7 W17_2012 7 W17_2013 7 W17_2014 7 W17_2015 7 W17_2016 7 W17_2017 7 W17_2018 7 W17_2019 7 W17_2020 7 W17_2021 7 W17_2022 7 W17_2023 7 W17_2024 7 W17_TRUNG BÌNH 7 W17_TRUNG VỊ 6 W18_2010 7 W18_2011 7 W18_2012 7 W18_2013 7 W18_2014 7 W18_2015 6 W18_2016 7 W18_2017 7 W18_2018 7 W18_2019 7 W18_2020 7 W18_2021 7 W18_2022 7 W18_2023 7 W18_2024 7 W18_TRUNG BÌNH 6 W18_TRUNG VỊ 7 W19_2010 7 W19_2011 7 W19_2012 7 W19_2013 7 W19_2014 7 W19_2015 7 W19_2016 7 W19_2017 7 W19_2018 7 W19_2019 7 W19_2020 7 W19_2021 7 W19_2022 6 W19_2023 7 W19_2024 7 W19_TRUNG BÌNH 7 W19_TRUNG VỊ 7 W1_2012 7 W1_2013 7 W1_2014 7 W1_2017 7 W1_2018 7 W1_2019 7 W1_2020 7 W1_2023 7 W1_2024 7 W1_2025 7 W1_TRUNG BÌNH 7 W1_TRUNG VỊ 7 W20_2010 7 W20_2011 7 W20_2012 6 W20_2013 7 W20_2014 7 W20_2015 7 W20_2016 7 W20_2017 7 W20_2018 7 W20_2019 7 W20_2020 7 W20_2021 7 W20_2022 7 W20_2023 7 W20_2024 7 W20_TRUNG BÌNH 7 W20_TRUNG VỊ 7 W21_2010 7 W21_2011 7 W21_2012 7 W21_2013 7 W21_2014 7 W21_2015 7 W21_2016 6 W21_2017 7 W21_2018 7 W21_2019 7 W21_2020 7 W21_2021 7 W21_2022 7 W21_2023 7 W21_2024 7 W21_TRUNG BÌNH 7 W21_TRUNG VỊ 7 W22_2010 7 W22_2011 7 W22_2012 7 W22_2013 7 W22_2014 7 W22_2015 7 W22_2016 7 W22_2017 7 W22_2018 7 W22_2019 7 W22_2020 7 W22_2021 7 W22_2022 7 W22_2023 7 W22_2024 7 W22_TRUNG BÌNH 7 W22_TRUNG VỊ 7 W23_2010 7 W23_2011 7 W23_2012 7 W23_2013 7 W23_2014 7 W23_2015 7 W23_2016 7 W23_2017 7 W23_2018 7 W23_2019 7 W23_2020 7 W23_2021 7 W23_2022 7 W23_2023 7 W23_2024 7 W23_TRUNG BÌNH 7 W23_TRUNG VỊ 7 W24_2010 7 W24_2011 7 W24_2012 7 W24_2013 7 W24_2014 7 W24_2015 7 W24_2016 6 W24_2017 7 W24_2018 7 W24_2019 7 W24_2020 7 W24_2021 7 W24_2022 7 W24_2023 6 W24_2024 7 W24_TRUNG BÌNH 7 W24_TRUNG VỊ 6 W25_2010 7 W25_2011 7 W25_2012 7 W25_2013 7 W25_2014 7 W25_2015 7 W25_2016 7 W25_2017 7 W25_2018 7 W25_2019 7 W25_2020 7 W25_2021 7 W25_2022 7 W25_2023 7 W25_2024 7 W25_TRUNG BÌNH 7 W25_TRUNG VỊ 7 W26_2010 7 W26_2011 7 W26_2012 7 W26_2013 7 W26_2014 7 W26_2015 7 W26_2016 7 W26_2017 7 W26_2018 7 W26_2019 7 W26_2020 7 W26_2021 7 W26_2022 7 W26_2023 7 W26_2024 7 W26_TRUNG BÌNH 7 W26_TRUNG VỊ 7 W27_2010 7 W27_2011 7 W27_2012 7 W27_2013 7 W27_2014 7 W27_2015 7 W27_2016 7 W27_2017 7 W27_2018 7 W27_2019 7 W27_2020 7 W27_2021 7 W27_2022 7 W27_2023 7 W27_2024 7 W27_TRUNG BÌNH 7 W27_TRUNG VỊ 7 W28_2010 7 W28_2011 7 W28_2012 7 W28_2013 7 W28_2014 7 W28_2015 7 W28_2016 7 W28_2017 7 W28_2018 7 W28_2019 7 W28_2020 7 W28_2021 7 W28_2022 7 W28_2023 7 W28_2024 7 W28_TRUNG BÌNH 7 W28_TRUNG VỊ 7 W29_2010 7 W29_2011 7 W29_2012 7 W29_2013 7 W29_2014 7 W29_2015 7 W29_2016 7 W29_2017 7 W29_2018 7 W29_2019 7 W29_2020 7 W29_2021 7 W29_2022 7 W29_2023 7 W29_2024 7 W29_TRUNG BÌNH 7 W29_TRUNG VỊ 7 W2_2010 6 W2_2011 6 W2_2012 7 W2_2013 7 W2_2014 6 W2_2015 7 W2_2016 7 W2_2017 7 W2_2018 7 W2_2019 7 W2_2020 7 W2_2021 7 W2_2022 7 W2_2023 7 W2_2024 7 W2_2025 7 W2_TRUNG BÌNH 7 W2_TRUNG VỊ 7 W30_2010 7 W30_2011 7 W30_2012 7 W30_2013 7 W30_2014 7 W30_2015 7 W30_2016 7 W30_2017 7 W30_2018 7 W30_2019 7 W30_2020 7 W30_2021 7 W30_2022 7 W30_2023 7 W30_2024 7 W30_TRUNG BÌNH 7 W30_TRUNG VỊ 7 W31_2010 7 W31_2011 7 W31_2012 7 W31_2013 7 W31_2014 7 W31_2015 7 W31_2016 7 W31_2017 6 W31_2018 7 W31_2019 7 W31_2020 7 W31_2021 7 W31_2022 7 W31_2023 7 W31_2024 7 W31_TRUNG BÌNH 7 W31_TRUNG VỊ 6 W32_2010 7 W32_2011 7 W32_2012 7 W32_2013 7 W32_2014 7 W32_2015 7 W32_2016 7 W32_2017 7 W32_2018 7 W32_2019 7 W32_2020 7 W32_2021 7 W32_2022 7 W32_2023 7 W32_2024 7 W32_TRUNG BÌNH 7 W32_TRUNG VỊ 7 W33_2010 7 W33_2011 7 W33_2012 7 W33_2013 7 W33_2014 7 W33_2015 7 W33_2016 7 W33_2017 7 W33_2018 6 W33_2019 7 W33_2020 7 W33_2021 7 W33_2022 7 W33_2023 5 W33_2024 7 W33_TRUNG BÌNH 7 W33_TRUNG VỊ 7 W34_2010 7 W34_2011 7 W34_2012 6 W34_2013 7 W34_2014 7 W34_2015 7 W34_2016 7 W34_2017 7 W34_2018 6 W34_2019 7 W34_2020 7 W34_2021 7 W34_2022 7 W34_2023 7 W34_2024 7 W34_TRUNG BÌNH 6 W34_TRUNG VỊ 7 W35_2010 7 W35_2011 7 W35_2012 7 W35_2013 7 W35_2014 7 W35_2015 7 W35_2016 7 W35_2017 7 W35_2018 7 W35_2019 7 W35_2020 7 W35_2021 7 W35_2022 7 W35_2023 7 W35_2024 7 W35_TRUNG BÌNH 6 W35_TRUNG VỊ 7 W36_2010 7 W36_2011 7 W36_2012 7 W36_2013 7 W36_2014 7 W36_2015 7 W36_2016 7 W36_2017 7 W36_2018 7 W36_2019 7 W36_2020 7 W36_2021 7 W36_2022 7 W36_2023 7 W36_2024 7 W36_TRUNG BÌNH 7 W36_TRUNG VỊ 7 W37_2010 7 W37_2011 7 W37_2012 7 W37_2013 7 W37_2014 7 W37_2015 7 W37_2016 7 W37_2017 7 W37_2018 7 W37_2019 7 W37_2020 7 W37_2021 7 W37_2022 7 W37_2023 7 W37_2024 7 W37_TRUNG BÌNH 7 W37_TRUNG VỊ 7 W38_2010 7 W38_2011 7 W38_2012 7 W38_2013 7 W38_2014 7 W38_2015 7 W38_2016 7 W38_2017 7 W38_2018 7 W38_2019 7 W38_2020 7 W38_2021 7 W38_2022 7 W38_2023 7 W38_2024 7 W38_TRUNG BÌNH 7 W38_TRUNG VỊ 7 W39_2010 7 W39_2011 7 W39_2012 7 W39_2013 7 W39_2014 7 W39_2015 7 W39_2016 7 W39_2017 7 W39_2018 7 W39_2019 7 W39_2020 7 W39_2021 7 W39_2022 7 W39_2023 7 W39_2024 7 W39_TRUNG BÌNH 7 W39_TRUNG VỊ 7 W3_2010 7 W3_2011 7 W3_2012 7 W3_2013 7 W3_2014 7 W3_2015 7 W3_2016 7 W3_2017 7 W3_2018 7 W3_2019 7 W3_2020 7 W3_2021 7 W3_2022 7 W3_2023 7 W3_2024 7 W3_2025 7 W3_TRUNG BÌNH 7 W3_TRUNG VỊ 7 W40_2010 7 W40_2011 7 W40_2012 7 W40_2013 7 W40_2014 7 W40_2015 7 W40_2016 7 W40_2017 7 W40_2018 7 W40_2019 7 W40_2020 7 W40_2021 7 W40_2022 7 W40_2023 7 W40_2024 7 W40_TRUNG BÌNH 6 W40_TRUNG VỊ 7 W41_2010 7 W41_2011 7 W41_2012 7 W41_2013 7 W41_2014 7 W41_2015 7 W41_2016 7 W41_2017 7 W41_2018 7 W41_2019 7 W41_2020 7 W41_2021 7 W41_2022 7 W41_2023 7 W41_2024 7 W41_TRUNG BÌNH 7 W41_TRUNG VỊ 7 W42_2010 7 W42_2011 7 W42_2012 7 W42_2013 7 W42_2014 7 W42_2015 7 W42_2016 7 W42_2017 7 W42_2018 7 W42_2019 7 W42_2020 7 W42_2021 7 W42_2022 7 W42_2023 7 W42_2024 7 W42_TRUNG BÌNH 7 W42_TRUNG VỊ 7 W43_2010 7 W43_2011 7 W43_2012 7 W43_2013 7 W43_2014 7 W43_2015 7 W43_2016 7 W43_2017 7 W43_2018 7 W43_2019 7 W43_2020 7 W43_2021 7 W43_2022 7 W43_2023 7 W43_2024 7 W43_TRUNG BÌNH 7 W43_TRUNG VỊ 7 W44_2010 7 W44_2011 7 W44_2012 7 W44_2013 6 W44_2014 7 W44_2015 7 W44_2016 7 W44_2017 7 W44_2018 7 W44_2019 7 W44_2020 7 W44_2021 7 W44_2022 7 W44_2023 7 W44_2024 7 W44_TRUNG BÌNH 7 W44_TRUNG VỊ 7 W45_2010 7 W45_2011 7 W45_2012 7 W45_2013 7 W45_2014 7 W45_2015 7 W45_2016 7 W45_2017 7 W45_2018 7 W45_2019 7 W45_2020 6 W45_2021 7 W45_2022 7 W45_2023 7 W45_2024 7 W45_TRUNG BÌNH 7 W45_TRUNG VỊ 7 W46_2010 7 W46_2011 7 W46_2012 7 W46_2013 6 W46_2014 7 W46_2015 7 W46_2016 7 W46_2017 7 W46_2018 7 W46_2019 7 W46_2020 7 W46_2021 7 W46_2022 7 W46_2023 7 W46_2024 7 W46_TRUNG BÌNH 7 W46_TRUNG VỊ 6 W47_2010 7 W47_2011 7 W47_2012 7 W47_2013 7 W47_2014 7 W47_2015 7 W47_2016 7 W47_2017 7 W47_2018 7 W47_2019 7 W47_2020 7 W47_2021 7 W47_2022 7 W47_2023 7 W47_2024 7 W47_TRUNG BÌNH 7 W47_TRUNG VỊ 7 W48_2010 7 W48_2011 7 W48_2012 7 W48_2013 7 W48_2014 7 W48_2015 7 W48_2016 7 W48_2017 7 W48_2018 7 W48_2019 7 W48_2020 7 W48_2021 7 W48_2022 7 W48_2023 7 W48_2024 7 W48_TRUNG BÌNH 7 W48_TRUNG VỊ 6 W49_2010 7 W49_2011 7 W49_2012 7 W49_2013 7 W49_2014 7 W49_2015 6 W49_2016 7 W49_2017 7 W49_2018 6 W49_2019 7 W49_2020 7 W49_2021 7 W49_2022 7 W49_2023 7 W49_2024 7 W49_TRUNG BÌNH 7 W49_TRUNG VỊ 7 W4_2010 7 W4_2011 7 W4_2013 7 W4_2014 7 W4_2015 7 W4_2016 7 W4_2017 7 W4_2018 7 W4_2019 7 W4_2020 7 W4_2021 7 W4_2022 7 W4_2023 7 W4_2024 7 W4_2025 7 W4_TRUNG BÌNH 7 W4_TRUNG VỊ 7 W50_2010 6 W50_2011 7 W50_2012 7 W50_2013 7 W50_2014 7 W50_2015 7 W50_2016 7 W50_2017 7 W50_2018 7 W50_2019 7 W50_2020 7 W50_2021 7 W50_2022 7 W50_2023 7 W50_2024 7 W50_TRUNG BÌNH 6 W50_TRUNG VỊ 6 W51_2010 7 W51_2011 7 W51_2012 7 W51_2013 7 W51_2014 7 W51_2015 7 W51_2016 7 W51_2017 7 W51_2018 7 W51_2019 7 W51_2020 7 W51_2021 7 W51_2022 7 W51_2023 7 W51_2024 7 W51_TRUNG BÌNH 7 W51_TRUNG VỊ 7 W52_2010 7 W52_2011 7 W52_2012 7 W52_2013 7 W52_2014 7 W52_2015 7 W52_2016 7 W52_2017 7 W52_2018 7 W52_2019 7 W52_2020 7 W52_2021 7 W52_2022 7 W52_2023 7 W52_2024 7 W52_TRUNG BÌNH 7 W52_TRUNG VỊ 6 W53_2010 7 W53_2011 7 W53_2013 7 W53_2014 7 W53_2015 7 W53_2016 7 W53_2019 7 W53_2020 7 W53_2021 7 W53_2022 7 W53_2024 7 W53_TRUNG BÌNH 6 W53_TRUNG VỊ 6 W5_2010 7 W5_2011 7 W5_2012 7 W5_2013 7 W5_2014 7 W5_2015 7 W5_2016 7 W5_2017 7 W5_2018 7 W5_2019 7 W5_2020 7 W5_2021 7 W5_2022 7 W5_2023 7 W5_2024 7 W5_TRUNG BÌNH 7 W5_TRUNG VỊ 7 W6_2010 7 W6_2012 7 W6_2013 7 W6_2014 7 W6_2015 7 W6_2016 7 W6_2017 7 W6_2018 7 W6_2020 7 W6_2021 7 W6_2023 7 W6_2024 7 W6_2025 7 W6_TRUNG BÌNH 7 W6_TRUNG VỊ 7 W7_2010 7 W7_2011 7 W7_2012 7 W7_2014 7 W7_2015 7 W7_2017 7 W7_2018 7 W7_2019 7 W7_2020 7 W7_2021 7 W7_2022 7 W7_2023 7 W7_2024 7 W7_2025 7 W7_TRUNG BÌNH 6 W7_TRUNG VỊ 7 W8_2011 7 W8_2012 7 W8_2013 7 W8_2014 7 W8_2016 7 W8_2017 7 W8_2018 7 W8_2019 7 W8_2020 7 W8_2021 7 W8_2022 7 W8_2023 7 W8_2024 7 W8_2025 7 W8_TRUNG BÌNH 7 W8_TRUNG VỊ 7 W9_2010 7 W9_2011 7 W9_2012 7 W9_2013 7 W9_2014 7 W9_2015 7 W9_2016 7 W9_2017 7 W9_2018 7 W9_2019 7 W9_2020 7 W9_2021 7 W9_2022 7 W9_2023 7 W9_2024 7 W9_2025 7 W9_TRUNG BÌNH 7 W9_TRUNG VỊ 7 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Industry: ['Chăm sóc sức khỏe', 'Công nghiệp', 'Nguyên vật liệu', 'Năng lượng', 'Tiêu dùng không thiết yếu', 'Tiêu dùng thiết yếu', 'Tài chính']..., số giá trị độc nhất: 7 Type of Value: ['Hiệu suất ngành']..., số giá trị độc nhất: 1 M10_2010: ['-4.42%', '-12.95%', '-1.69%', '-0.90%', '-8.34%', '+3.52%', '-2.61%']..., số giá trị độc nhất: 7 M10_2011: ['+1.47%', '-4.85%', '-0.78%', '+0.40%', '-7.20%', '+2.22%', '-1.57%']..., số giá trị độc nhất: 7 M10_2012: ['-2.49%', '+0.80%', '+2.06%', '+2.22%', '+0.19%', '+2.16%', '-3.52%']..., số giá trị độc nhất: 7 M10_2013: ['+1.49%', '+7.00%', '+1.68%', '-0.35%', '-0.08%', '-0.93%', '+3.66%']..., số giá trị độc nhất: 7 M10_2014: ['+1.32%', '-1.02%', '+0.46%', '-2.20%', '+2.79%', '+0.43%', '+0.82%']..., số giá trị độc nhất: 7 M10_2015: ['+2.35%', '+9.81%', '+3.99%', '+6.08%', '+11.86%', '+9.42%', '+7.88%']..., số giá trị độc nhất: 7 M10_2016: ['-6.92%', '+12.56%', '-3.57%', '-8.63%', '-1.67%', '+2.36%', '-3.67%']..., số giá trị độc nhất: 7 M10_2017: ['-2.24%', '+12.48%', '-3.40%', '-2.07%', '-1.82%', '+2.78%', '+3.12%']..., số giá trị độc nhất: 7 M10_2018: ['-6.57%', '-6.68%', '-5.93%', '-14.52%', '-10.26%', '-8.22%', '-10.87%']..., số giá trị độc nhất: 7 M10_2019: ['-0.88%', '+0.01%', '-0.22%', '-1.49%', '-1.63%', '-0.07%', '+2.97%']..., số giá trị độc nhất: 7 M10_2020: ['+0.08%', '-3.47%', '+6.25%', '-1.76%', '-1.71%', '+4.42%', '+0.77%']..., số giá trị độc nhất: 7 M10_2021: ['+4.18%', '+12.54%', '+11.98%', '+24.90%', '+9.68%', '+5.34%', '+4.12%']..., số giá trị độc nhất: 7 M10_2022: ['-4.85%', '-2.77%', '-18.58%', '-17.71%', '-13.18%', '-6.41%', '-6.36%']..., số giá trị độc nhất: 7 M10_2023: ['-5.69%', '-8.61%', '-12.18%', '-17.26%', '-13.27%', '-11.84%', '-7.52%']..., số giá trị độc nhất: 7 M10_2024: ['-2.06%', '+7.47%', '-2.67%', '-9.22%', '-3.06%', '+1.41%', '-1.22%']..., số giá trị độc nhất: 7 M10_TRUNG BÌNH: ['-1.68%', '+1.49%', '-1.51%', '-2.83%', '-2.51%', '+0.44%', '-0.93%']..., số giá trị độc nhất: 7 M10_TRUNG VỊ: ['-2.06%', '+0.01%', '-0.78%', '-1.76%', '-1.71%', '+2.16%', '-1.22%']..., số giá trị độc nhất: 7 M11_2010: ['-7.15%', '-0.83%', '-1.37%', '+6.50%', '-1.74%', '+2.03%', '-2.55%']..., số giá trị độc nhất: 7 M11_2011: ['-7.89%', '-18.83%', '-13.75%', '-10.94%', '-8.44%', '-3.66%', '-12.13%']..., số giá trị độc nhất: 7 M11_2012: ['-1.49%', '-2.75%', '-0.95%', '-1.72%', '+0.16%', '-1.29%', '-0.76%']..., số giá trị độc nhất: 7 M11_2013: ['+1.90%', '+10.09%', '+4.58%', '+8.14%', '+6.56%', '+0.74%', '+0.63%']..., số giá trị độc nhất: 7 M11_2014: ['+2.26%', '+3.61%', '-0.32%', '-17.37%', '+0.31%', '-2.74%', '-3.17%']..., số giá trị độc nhất: 7 M11_2015: ['-3.56%', '-1.44%', '-2.91%', '-11.74%', '-0.59%', '+1.30%', '-10.61%']..., số giá trị độc nhất: 7 M11_2016: ['+0.18%', '+22.74%', '-0.35%', '-4.76%', '+1.02%', '-0.05%', '-4.11%']..., số giá trị độc nhất: 7 M11_2017: ['+9.45%', '+9.12%', '+7.71%', '+18.49%', '+3.44%', '+16.11%', '+15.47%']..., số giá trị độc nhất: 7 M11_2018: ['-1.31%', '+3.92%', '-5.67%', '-2.98%', '-0.76%', '+6.91%', '-0.74%']..., số giá trị độc nhất: 7 M11_2019: ['+3.10%', '-5.08%', '+0.19%', '-1.31%', '-4.20%', '-6.97%', '-2.32%']..., số giá trị độc nhất: 7 M11_2020: ['+3.04%', '+13.32%', '+16.13%', '+15.32%', '+7.35%', '+5.40%', '+11.46%']..., số giá trị độc nhất: 7 M11_2021: ['+6.98%', '+3.99%', '-2.36%', '-14.55%', '+8.93%', '-0.64%', '+7.42%']..., số giá trị độc nhất: 7 M11_2022: ['+5.29%', '+8.77%', '-0.99%', '-7.68%', '-3.06%', '+3.86%', '+5.63%']..., số giá trị độc nhất: 7 M11_2023: ['+2.55%', '+8.39%', '+14.63%', '+14.99%', '+7.18%', '+5.42%', '+4.61%']..., số giá trị độc nhất: 7 M11_2024: ['+2.57%', '+7.11%', '-0.77%', '-4.61%', '-2.22%', '+3.18%', '-2.03%']..., số giá trị độc nhất: 7 M11_TRUNG BÌNH: ['+1.06%', '+4.14%', '+0.92%', '-0.95%', '+0.93%', '+1.97%', '+0.45%']..., số giá trị độc nhất: 7 M11_TRUNG VỊ: ['+2.26%', '+3.99%', '-0.77%', '-2.98%', '+0.16%', '+1.30%', '-0.76%']..., số giá trị độc nhất: 7 M12_2010: ['+2.15%', '-0.22%', '+3.10%', '+4.40%', '+6.21%', '+6.13%', '+12.20%']..., số giá trị độc nhất: 7 M12_2011: ['-4.26%', '-7.56%', '-7.01%', '-8.07%', '+1.46%', '-15.12%', '-7.75%']..., số giá trị độc nhất: 7 M12_2012: ['+9.56%', '+14.85%', '+7.81%', '+10.48%', '+8.39%', '+8.04%', '+16.12%']..., số giá trị độc nhất: 7 M12_2013: ['+3.69%', '+4.60%', '+0.29%', '+3.70%', '+3.97%', '-2.24%', '-3.83%']..., số giá trị độc nhất: 7 M12_2014: ['-0.76%', '-6.96%', '+0.59%', '-15.08%', '-0.10%', '-2.16%', '+1.84%']..., số giá trị độc nhất: 7 M12_2015: ['+0.47%', '+4.23%', '+2.82%', '-13.75%', '-1.62%', '+3.62%', '+2.21%']..., số giá trị độc nhất: 7 M12_2016: ['-1.84%', '+3.30%', '-0.22%', '-6.20%', '-2.07%', '+15.12%', '-0.57%']..., số giá trị độc nhất: 7 M12_2017: ['+3.13%', '+16.65%', '+6.15%', '+24.92%', '+7.85%', '-1.44%', '+4.71%']..., số giá trị độc nhất: 7 M12_2018: ['+0.36%', '+5.69%', '-1.57%', '-7.70%', '-1.63%', '+1.64%', '-2.88%']..., số giá trị độc nhất: 7 M12_2019: ['+3.51%', '+0.22%', '-4.66%', '-6.51%', '+1.41%', '-4.59%', '+4.39%']..., số giá trị độc nhất: 7 M12_2020: ['+10.67%', '+12.34%', '+20.25%', '+47.45%', '+10.35%', '+5.59%', '+14.74%']..., số giá trị độc nhất: 7 M12_2021: ['+4.71%', '+0.51%', '-3.19%', '+8.95%', '+0.64%', '+3.43%', '+2.00%']..., số giá trị độc nhất: 7 M12_2022: ['+3.13%', '+4.51%', '+0.60%', '-8.36%', '-1.95%', '-3.10%', '+0.30%']..., số giá trị độc nhất: 7 M12_2023: ['+0.59%', '+3.82%', '+4.59%', '+0.29%', '+2.74%', '+4.55%', '+2.99%']..., số giá trị độc nhất: 7 M12_2024: ['+3.01%', '+4.84%', '+2.71%', '+16.33%', '+1.45%', '+9.58%', '+2.44%']..., số giá trị độc nhất: 7 M12_TRUNG BÌNH: ['+2.54%', '+4.06%', '+2.15%', '+3.39%', '+2.47%', '+1.94%', '+3.26%']..., số giá trị độc nhất: 7 M12_TRUNG VỊ: ['+3.01%', '+4.23%', '+0.60%', '+0.29%', '+1.45%', '+3.43%', '+2.21%']..., số giá trị độc nhất: 7 M1_2010: ['-2.31%', '-7.42%', '-4.36%', '-11.50%', '-7.25%', '+1.83%', '-4.92%']..., số giá trị độc nhất: 7 M1_2011: ['-4.92%', '-6.89%', '-0.94%', '+3.28%', '-1.18%', '+7.67%', '+8.47%']..., số giá trị độc nhất: 7 M1_2012: ['+7.94%', '+2.07%', '+5.53%', '+7.43%', '+3.09%', '+8.67%', '+16.73%']..., số giá trị độc nhất: 7 M1_2013: ['+1.94%', '+14.22%', '+12.44%', '+17.92%', '+5.74%', '+14.59%', '+18.94%']..., số giá trị độc nhất: 7 M1_2014: ['+11.57%', '+8.19%', '+8.39%', '+24.15%', '+5.30%', '+7.93%', '+8.85%']..., số giá trị độc nhất: 7 M1_2015: ['-0.25%', '+2.27%', '-1.36%', '-6.39%', '+3.46%', '+3.83%', '+15.22%']..., số giá trị độc nhất: 7 M1_2016: ['-2.63%', '-1.87%', '-6.07%', '-10.39%', '-3.40%', '-10.48%', '-8.09%']..., số giá trị độc nhất: 7 M1_2017: ['+8.96%', '+6.78%', '-0.58%', '+3.85%', '-1.74%', '+4.06%', '+12.74%']..., số giá trị độc nhất: 7 M1_2018: ['+0.23%', '+4.16%', '+18.87%', '+15.79%', '+13.90%', '+7.37%', '+28.21%']..., số giá trị độc nhất: 7 M1_2019: ['-0.02%', '+4.42%', '-5.40%', '+0.55%', '-0.82%', '+1.84%', '+1.73%']..., số giá trị độc nhất: 7 M1_2020: ['+5.44%', '-7.51%', '-0.96%', '-3.34%', '-3.22%', '-7.16%', '+1.92%']..., số giá trị độc nhất: 7 M1_2021: ['-1.41%', '-4.03%', '-6.43%', '+2.57%', '+2.01%', '-6.30%', '-7.10%']..., số giá trị độc nhất: 7 M1_2022: ['-6.83%', '-8.77%', '-11.40%', '+0.47%', '-3.87%', '-6.16%', '+4.79%']..., số giá trị độc nhất: 7 M1_2023: ['+2.70%', '+6.17%', '+14.46%', '+29.92%', '+8.96%', '+5.28%', '+13.43%']..., số giá trị độc nhất: 7 M1_2024: ['+0.24%', '+9.10%', '+0.59%', '+2.92%', '+2.33%', '+0.04%', '+7.86%']..., số giá trị độc nhất: 7 M1_2025: ['-1.50%', '+4.01%', '-0.09%', '-7.33%', '+1.34%', '-3.75%', '+1.26%']..., số giá trị độc nhất: 7 M1_TRUNG BÌNH: ['+1.20%', '+1.56%', '+1.42%', '+4.37%', '+1.54%', '+1.83%', '+7.50%']..., số giá trị độc nhất: 7 M1_TRUNG VỊ: ['+0.11%', '+3.14%', '-0.76%', '+2.75%', '+1.67%', '+2.84%', '+8.17%']..., số giá trị độc nhất: 7 M2_2010: ['+1.25%', '+0.87%', '+7.53%', '-2.19%', '+2.43%', '+5.37%', '+10.53%']..., số giá trị độc nhất: 7 M2_2011: ['-5.15%', '-12.13%', '-11.10%', '-1.71%', '-7.44%', '-6.68%', '-10.38%']..., số giá trị độc nhất: 7 M2_2012: ['+3.14%', '+12.84%', '+11.47%', '+12.89%', '+2.58%', '+8.76%', '+13.34%']..., số giá trị độc nhất: 7 M2_2013: ['+2.83%', '+5.19%', '-1.13%', '-7.55%', '+3.54%', '-1.12%', '-3.95%']..., số giá trị độc nhất: 7 M2_2014: ['+2.62%', '+15.77%', '+6.16%', '+10.74%', '+7.32%', '+4.50%', '+4.52%']..., số giá trị độc nhất: 7 M2_2015: ['+0.43%', '+2.19%', '-0.13%', '+0.93%', '+2.16%', '+2.93%', '+4.68%']..., số giá trị độc nhất: 7 M2_2016: ['+22.49%', '+4.86%', '+1.38%', '+3.07%', '-0.23%', '+4.03%', '+2.02%']..., số giá trị độc nhất: 7 M2_2017: ['+4.82%', '+7.27%', '+3.19%', '+4.86%', '+2.99%', '+0.08%', '-1.62%']..., số giá trị độc nhất: 7 M2_2018: ['-1.62%', '-0.88%', '-1.57%', '-10.18%', '+0.90%', '-2.61%', '+9.31%']..., số giá trị độc nhất: 7 M2_2019: ['+11.67%', '+2.77%', '+5.60%', '+6.81%', '+2.67%', '+5.01%', '+3.44%']..., số giá trị độc nhất: 7 M2_2020: ['-5.25%', '-11.18%', '+4.80%', '-0.26%', '-1.90%', '-6.85%', '-1.87%']..., số giá trị độc nhất: 7 M2_2021: ['+0.32%', '+12.21%', '+14.16%', '+39.80%', '+10.65%', '+6.70%', '+14.00%']..., số giá trị độc nhất: 7 M2_2022: ['+10.78%', '+11.30%', '+12.49%', '+15.54%', '+9.04%', '+5.59%', '-2.53%']..., số giá trị độc nhất: 7 M2_2023: ['+0.81%', '-5.63%', '-8.77%', '-3.98%', '-7.63%', '-5.96%', '-6.29%']..., số giá trị độc nhất: 7 M2_2024: ['+3.35%', '+7.08%', '+12.29%', '+7.86%', '+4.86%', '+9.57%', '+8.66%']..., số giá trị độc nhất: 7 M2_2025: ['+3.68%', '-0.66%', '+11.55%', '+3.43%', '+5.00%', '+0.81%', '+4.19%']..., số giá trị độc nhất: 7 M2_TRUNG BÌNH: ['+3.51%', '+3.24%', '+4.25%', '+5.00%', '+2.31%', '+1.88%', '+3.00%']..., số giá trị độc nhất: 7 M2_TRUNG VỊ: ['+2.72%', '+3.82%', '+5.20%', '+3.25%', '+2.63%', '+3.48%']..., số giá trị độc nhất: 6 M3_2010: ['+4.71%', '+5.09%', '+4.84%', '+0.89%', '+4.18%', '-0.26%', '-5.06%']..., số giá trị độc nhất: 7 M3_2011: ['-2.26%', '-7.39%', '-2.70%', '-0.44%', '+0.56%', '-1.84%', '-0.62%']..., số giá trị độc nhất: 7 M3_2012: ['+0.32%', '+9.01%', '+3.04%', '+3.00%', '+4.56%', '+1.94%', '+11.76%']..., số giá trị độc nhất: 7 M3_2013: ['+13.94%', '+1.20%', '+4.76%', '+1.80%', '+0.21%', '+8.63%', '-3.91%']..., số giá trị độc nhất: 7 M3_2014: ['+5.42%', '+7.30%', '+3.39%', '+1.19%', '+3.74%', '-0.38%', '+1.32%']..., số giá trị độc nhất: 7 M3_2015: ['-3.28%', '-3.19%', '-2.88%', '-17.79%', '-3.77%', '-4.05%', '-6.86%']..., số giá trị độc nhất: 7 M3_2016: ['+0.63%', '+7.30%', '+19.91%', '-0.77%', '+3.04%', '+2.85%', '-3.67%']..., số giá trị độc nhất: 7 M3_2017: ['+9.57%', '+1.08%', '+4.72%', '-8.14%', '+2.88%', '+0.28%', '+3.25%']..., số giá trị độc nhất: 7 M3_2018: ['+0.45%', '+2.63%', '-2.75%', '-10.77%', '-1.62%', '+7.05%', '+3.59%']..., số giá trị độc nhất: 7 M3_2019: ['+5.76%', '+0.65%', '+3.15%', '-4.68%', '+3.02%', '-1.46%', '+4.87%']..., số giá trị độc nhất: 7 M3_2020: ['-16.25%', '-17.39%', '-16.20%', '-32.25%', '-22.18%', '-15.14%', '-27.60%']..., số giá trị độc nhất: 7 M3_2021: ['+4.38%', '+4.13%', '+43.38%', '+5.72%', '+0.30%', '+6.42%']..., số giá trị độc nhất: 6 M3_2022: ['-1.18%', '+4.81%', '+4.19%', '-2.16%', '+3.30%', '+2.69%', '-1.43%']..., số giá trị độc nhất: 7 M3_2023: ['-2.18%', '+0.08%', '+3.10%', '-2.62%', '-0.71%', '-1.68%', '+5.25%']..., số giá trị độc nhất: 7 M3_2024: ['+3.66%', '+7.32%', '+5.39%', '+3.72%', '+7.35%', '+2.57%', '+1.38%']..., số giá trị độc nhất: 7 M3_2025: ['+0.03%', '+0.35%', '-0.81%', '-4.09%', '+1.48%', '-0.46%', '+3.04%']..., số giá trị độc nhất: 7 M3_TRUNG BÌNH: ['+1.58%', '+1.51%', '+2.42%', '-1.71%', '+0.69%', '+0.10%', '-0.75%']..., số giá trị độc nhất: 7 M3_TRUNG VỊ: ['+0.63%', '+2.63%', '+3.39%', '-0.77%', '+3.02%', '+0.28%', '+1.32%']..., số giá trị độc nhất: 7 M4_2010: ['+1.77%', '+15.49%', '+9.25%', '+7.21%', '+15.43%', '+9.26%', '+2.80%']..., số giá trị độc nhất: 7 M4_2011: ['-1.40%', '-10.08%', '-6.47%', '-1.77%', '-4.84%', '+18.68%', '+0.61%']..., số giá trị độc nhất: 7 M4_2012: ['+2.00%', '+13.99%', '+15.51%', '+7.85%', '+20.03%', '+2.92%', '+6.54%']..., số giá trị độc nhất: 7 M4_2013: ['-0.76%', '-6.64%', '+0.10%', '-4.29%', '-4.03%', '-1.52%', '-5.39%']..., số giá trị độc nhất: 7 M4_2014: ['-1.65%', '-9.10%', '-5.09%', '-3.20%', '-8.74%', '-2.12%', '-8.58%']..., số giá trị độc nhất: 7 M4_2015: ['-0.94%', '+2.51%', '+0.69%', '+16.50%', '+2.64%', '+1.91%']..., số giá trị độc nhất: 6 M4_2016: ['+2.52%', '+3.44%', '-0.73%', '+5.07%', '+4.16%', '+3.46%', '+6.93%']..., số giá trị độc nhất: 7 M4_2017: ['+1.33%', '-2.68%', '-1.79%', '-5.46%', '+2.78%', '+0.93%', '-2.82%']..., số giá trị độc nhất: 7 M4_2018: ['-6.79%', '-15.10%', '-8.78%', '-15.24%', '-13.29%', '-8.17%', '-12.47%']..., số giá trị độc nhất: 7 M4_2019: ['-2.28%', '-1.16%', '-1.70%', '+15.87%', '+0.99%', '-1.90%', '-2.24%']..., số giá trị độc nhất: 7 M4_2020: ['+14.12%', '+29.46%', '+19.95%', '+33.67%', '+15.16%', '+18.86%', '+14.04%']..., số giá trị độc nhất: 7 M4_2021: ['-1.65%', '-3.26%', '+6.44%', '-15.95%', '-0.36%', '-1.76%', '+5.62%']..., số giá trị độc nhất: 7 M4_2022: ['-2.85%', '-10.18%', '-9.60%', '-23.64%', '-9.52%', '-2.94%']..., số giá trị độc nhất: 6 M4_2023: ['+6.64%', '-2.51%', '+3.83%', '+4.50%', '+3.22%', '-3.71%', '-1.15%']..., số giá trị độc nhất: 7 M4_2024: ['-1.18%', '+0.32%', '-7.95%', '-6.93%', '-1.82%', '-4.91%', '-5.45%']..., số giá trị độc nhất: 7 M4_TRUNG BÌNH: ['+0.59%', '+0.30%', '+0.91%', '+0.95%', '+1.45%', '+1.93%', '-0.57%']..., số giá trị độc nhất: 7 M4_TRUNG VỊ: ['-0.94%', '-2.51%', '-0.73%', '-1.77%', '+0.99%', '-1.52%', '-1.15%']..., số giá trị độc nhất: 7 M5_2010: ['-2.09%', '-7.74%', '-7.47%', '-6.59%', '-9.32%', '-0.06%', '-5.26%']..., số giá trị độc nhất: 7 M5_2011: ['-8.28%', '-22.57%', '-9.70%', '-13.22%', '-10.86%', '-11.95%', '-7.16%']..., số giá trị độc nhất: 7 M5_2012: ['-0.09%', '-8.67%', '-4.05%', '-6.66%', '-3.56%', '-5.33%', '-9.12%']..., số giá trị độc nhất: 7 M5_2013: ['+9.36%', '+16.07%', '+11.05%', '+25.78%', '+11.43%', '+4.99%', '+7.76%']..., số giá trị độc nhất: 7 M5_2014: ['-4.53%', '-5.90%', '-1.40%', '-0.16%', '-2.06%', '-4.18%', '-0.12%']..., số giá trị độc nhất: 7 M5_2015: ['-4.43%', '+0.89%', '-1.46%', '-3.89%', '-3.56%', '-1.22%', '+10.51%']..., số giá trị độc nhất: 7 M5_2016: ['-2.39%', '+1.03%', '-0.82%', '+16.35%', '+3.84%', '+0.83%', '+3.28%']..., số giá trị độc nhất: 7 M5_2017: ['+20.56%', '-3.46%', '+2.52%', '-5.01%', '+14.24%', '-0.20%', '+7.27%']..., số giá trị độc nhất: 7 M5_2018: ['-2.67%', '-8.51%', '-0.69%', '-11.66%', '-0.24%', '-4.71%', '-10.38%']..., số giá trị độc nhất: 7 M5_2019: ['-3.53%', '+2.09%', '+1.02%', '-3.16%', '+2.67%', '+2.11%', '-4.11%']..., số giá trị độc nhất: 7 M5_2020: ['+0.96%', '+1.21%', '+11.50%', '+14.68%', '+6.48%', '+10.86%', '+15.35%']..., số giá trị độc nhất: 7 M5_2021: ['+5.54%', '-0.23%', '+13.45%', '+17.09%', '+2.95%', '+1.83%', '+20.05%']..., số giá trị độc nhất: 7 M5_2022: ['-4.56%', '-4.39%', '-11.95%', '+21.12%', '-5.69%', '-2.43%', '-7.64%']..., số giá trị độc nhất: 7 M5_2023: ['+6.44%', '+6.78%', '+5.33%', '+14.20%', '+4.29%', '+0.35%', '+2.94%']..., số giá trị độc nhất: 7 M5_2024: ['+6.60%', '+18.45%', '+12.96%', '+23.49%', '+12.63%', '+13.13%', '+1.12%']..., số giá trị độc nhất: 7 M5_TRUNG BÌNH: ['+1.13%', '-1.00%', '+1.35%', '+5.49%', '+1.55%', '+0.27%', '+1.63%']..., số giá trị độc nhất: 7 M5_TRUNG VỊ: ['-2.09%', '-0.23%', '-0.69%', '-0.16%', '+2.67%', '-0.06%', '+1.12%']..., số giá trị độc nhất: 7 M6_2010: ['+0.75%', '-0.23%', '+0.21%', '-2.19%', '-0.18%', '-0.25%', '+0.22%']..., số giá trị độc nhất: 7 M6_2011: ['+9.03%', '+3.94%', '+1.29%', '-8.89%', '+0.25%', '+2.70%', '-0.28%']..., số giá trị độc nhất: 7 M6_2012: ['+1.38%', '-4.14%', '-0.87%', '-0.88%', '-0.96%', '+0.08%', '-2.90%']..., số giá trị độc nhất: 7 M6_2013: ['+3.01%', '-4.87%', '-6.73%', '-5.20%', '+0.63%', '-7.32%', '-3.45%']..., số giá trị độc nhất: 7 M6_2014: ['+0.05%', '+3.04%', '+3.09%', '+2.14%', '+2.81%', '-1.93%', '+3.06%']..., số giá trị độc nhất: 7 M6_2015: ['-1.22%', '+2.88%', '+1.68%', '+4.63%', '-5.89%', '+3.78%', '+8.72%']..., số giá trị độc nhất: 7 M6_2016: ['+24.52%', '+7.89%', '+6.94%', '-1.53%', '+14.72%', '+1.00%', '-1.37%']..., số giá trị độc nhất: 7 M6_2017: ['+7.07%', '+0.68%', '+6.09%', '-4.85%', '+9.23%', '+3.93%', '+8.03%']..., số giá trị độc nhất: 7 M6_2018: ['+0.94%', '+9.74%', '-3.45%', '+4.17%', '+0.06%', '+0.10%', '-6.68%']..., số giá trị độc nhất: 7 M6_2019: ['+0.36%', '+9.11%', '-0.71%', '-3.46%', '-0.58%', '-0.32%', '+0.54%']..., số giá trị độc nhất: 7 M6_2020: ['+0.56%', '+1.90%', '-3.30%', '+7.55%', '-0.36%', '-3.60%', '-4.24%']..., số giá trị độc nhất: 7 M6_2021: ['+5.44%', '+12.67%', '+6.52%', '+22.45%', '+5.03%', '+4.59%', '+4.57%']..., số giá trị độc nhất: 7 M6_2022: ['-5.02%', '-7.54%', '-10.12%', '-2.44%', '-6.05%', '-1.42%', '-7.87%']..., số giá trị độc nhất: 7 M6_2023: ['+10.07%', '+1.13%', '+11.08%', '+4.50%', '+6.47%', '+3.84%', '+5.41%']..., số giá trị độc nhất: 7 M6_2024: ['+2.73%', '+16.47%', '-1.27%', '-2.68%', '+2.42%', '+5.34%', '-1.95%']..., số giá trị độc nhất: 7 M6_TRUNG BÌNH: ['+3.98%', '+3.51%', '+0.70%', '+0.89%', '+1.84%', '+0.12%']..., số giá trị độc nhất: 6 M6_TRUNG VỊ: ['+1.38%', '+2.88%', '+0.21%', '-1.53%', '+0.25%', '+0.10%', '-0.28%']..., số giá trị độc nhất: 7 M7_2010: ['-2.40%', '-4.35%', '-3.20%', '-4.89%', '-2.59%', '+0.95%', '-3.99%']..., số giá trị độc nhất: 7 M7_2011: ['+8.15%', '-9.87%', '-5.14%', '-2.12%', '-0.54%', '-3.17%', '-2.81%']..., số giá trị độc nhất: 7 M7_2012: ['-0.09%', '-3.84%', '-3.86%', '-1.48%', '-0.80%', '-0.82%']..., số giá trị độc nhất: 6 M7_2013: ['+14.96%', '-1.23%', '-0.22%', '+3.89%', '+1.72%', '+4.32%', '-3.08%']..., số giá trị độc nhất: 7 M7_2014: ['-0.17%', '+7.05%', '+1.71%', '+16.85%', '+6.29%', '+5.02%', '-0.79%']..., số giá trị độc nhất: 7 M7_2015: ['-1.51%', '+2.79%', '+4.31%', '-1.18%', '-2.48%', '+7.63%', '+9.34%']..., số giá trị độc nhất: 7 M7_2016: ['-1.66%', '+0.73%', '+1.13%', '-9.50%', '-5.35%', '+6.00%']..., số giá trị độc nhất: 6 M7_2017: ['-3.52%', '+0.23%', '-1.27%', '-0.01%', '-2.63%', '+2.09%', '+1.46%']..., số giá trị độc nhất: 7 M7_2018: ['-1.02%', '-5.14%', '+0.33%', '-3.57%', '+1.16%', '+0.20%', '-1.77%']..., số giá trị độc nhất: 7 M7_2019: ['-3.21%', '+1.42%', '+5.19%', '-9.68%', '+4.84%', '-0.57%', '+6.89%']..., số giá trị độc nhất: 7 M7_2020: ['+0.40%', '-4.34%', '-2.03%', '-10.40%', '-6.77%', '-1.78%', '-3.74%']..., số giá trị độc nhất: 7 M7_2021: ['+0.28%', '-3.12%', '-4.42%', '-8.17%', '-1.03%', '+3.45%', '-9.33%']..., số giá trị độc nhất: 7 M7_2022: ['+2.18%', '+9.99%', '+0.90%', '-11.35%', '-2.89%', '+1.74%', '+4.95%']..., số giá trị độc nhất: 7 M7_2023: ['+2.69%', '+4.93%', '+9.19%', '+14.96%', '+12.19%', '+9.13%', '+7.71%']..., số giá trị độc nhất: 7 M7_2024: ['+8.49%', '-3.92%', '-2.38%', '+2.76%', '+3.27%', '+0.95%', '+3.79%']..., số giá trị độc nhất: 7 M7_TRUNG BÌNH: ['+1.57%', '-0.58%', '+0.02%', '-1.75%', '+0.25%', '+2.35%', '+0.92%']..., số giá trị độc nhất: 7 M7_TRUNG VỊ: ['-0.09%', '-1.23%', '-0.22%', '-3.57%', '-1.03%', '+1.74%', '-0.79%']..., số giá trị độc nhất: 7 M8_2010: ['-1.24%', '-17.28%', '-7.14%', '-7.79%', '-13.56%', '-6.27%', '-7.78%']..., số giá trị độc nhất: 7 M8_2011: ['+4.36%', '+5.61%', '+0.12%', '+0.82%', '+16.70%', '+11.36%', '+0.04%']..., số giá trị độc nhất: 7 M8_2012: ['+10.25%', '-8.71%', '+2.36%', '+2.52%', '-3.35%', '+4.91%', '-12.82%']..., số giá trị độc nhất: 7 M8_2013: ['-3.56%', '-1.68%', '+1.17%', '+6.93%', '+1.29%', '-6.87%', '-3.33%']..., số giá trị độc nhất: 7 M8_2014: ['+2.30%', '+8.56%', '+5.65%', '+18.76%', '+12.20%', '+2.25%', '+4.65%']..., số giá trị độc nhất: 7 M8_2015: ['-8.37%', '-4.60%', '-2.06%', '-17.00%', '-3.54%', '-4.18%', '-11.03%']..., số giá trị độc nhất: 7 M8_2016: ['+6.09%', '+3.79%', '+4.35%', '+8.00%', '-0.58%', '+15.12%', '-1.74%']..., số giá trị độc nhất: 7 M8_2017: ['-1.97%', '+10.25%', '+2.92%', '-0.29%', '+3.32%', '+0.49%', '-3.64%']..., số giá trị độc nhất: 7 M8_2018: ['-1.53%', '+6.33%', '+4.68%', '+15.55%', '+5.95%', '+2.91%', '+7.35%']..., số giá trị độc nhất: 7 M8_2019: ['+0.59%', '-1.49%', '+1.41%', '-10.12%', '+2.22%', '-2.59%', '-0.10%']..., số giá trị độc nhất: 7 M8_2020: ['+8.34%', '+12.27%', '+13.21%', '+13.81%', '+16.82%', '+11.79%', '+13.15%']..., số giá trị độc nhất: 7 M8_2021: ['+21.45%', '+16.81%', '+11.94%', '+3.23%', '+5.71%', '-0.59%']..., số giá trị độc nhất: 6 M8_2022: ['-1.46%', '+7.83%', '+8.96%', '+11.61%', '+8.09%', '+7.11%', '+6.51%']..., số giá trị độc nhất: 7 M8_2023: ['-1.93%', '-0.51%', '+0.23%', '+5.50%', '+0.15%', '+2.81%', '+1.43%']..., số giá trị độc nhất: 7 M8_2024: ['-0.24%', '+4.40%', '+0.79%', '+4.62%', '+3.72%', '+5.72%', '+3.09%']..., số giá trị độc nhất: 7 M8_TRUNG BÌNH: ['+2.21%', '+2.77%', '+3.24%', '+3.74%', '+3.68%', '+3.18%', '-0.32%']..., số giá trị độc nhất: 7 M8_TRUNG VỊ: ['-0.24%', '+4.40%', '+2.36%', '+4.62%', '+3.32%', '+2.91%', '-0.10%']..., số giá trị độc nhất: 7 M9_2010: ['-3.03%', '-1.49%', '-0.51%', '-1.41%', '-3.87%', '+1.84%', '+0.50%']..., số giá trị độc nhất: 7 M9_2011: ['+7.49%', '-3.68%', '-1.36%', '-5.16%', '-3.89%', '+4.01%', '+1.07%']..., số giá trị độc nhất: 7 M9_2012: ['-0.10%', '-9.85%', '-4.19%', '+1.29%', '-3.38%', '+2.11%', '-5.54%']..., số giá trị độc nhất: 7 M9_2013: ['+5.25%', '+1.46%', '+5.53%', '+10.01%', '+5.57%', '+5.64%', '+2.23%']..., số giá trị độc nhất: 7 M9_2014: ['+1.04%', '+3.82%', '-1.07%', '-0.54%', '+7.94%', '-2.70%', '-3.55%']..., số giá trị độc nhất: 7 M9_2015: ['-1.85%', '+5.62%', '-0.08%', '-3.86%', '+3.23%', '-1.61%', '+0.93%']..., số giá trị độc nhất: 7 M9_2016: ['+5.36%', '+9.65%', '+3.32%', '+2.56%', '-0.22%', '-5.60%', '+0.21%']..., số giá trị độc nhất: 7 M9_2017: ['-4.26%', '+11.85%', '+5.21%', '+2.37%', '-0.40%', '+4.16%', '+1.65%']..., số giá trị độc nhất: 7 M9_2018: ['+6.13%', '+5.70%', '+5.03%', '+19.18%', '+5.43%', '+2.61%', '+3.43%']..., số giá trị độc nhất: 7 M9_2019: ['+3.14%', '-1.87%', '-3.12%', '-1.66%', '+2.74%', '+1.62%', '+4.23%']..., số giá trị độc nhất: 7 M9_2020: ['+0.50%', '+8.54%', '+7.54%', '+11.44%', '+3.33%', '+3.58%', '+4.31%']..., số giá trị độc nhất: 7 M9_2021: ['-9.47%', '+4.14%', '+5.21%', '+12.30%', '+7.51%', '+4.72%', '+0.46%']..., số giá trị độc nhất: 7 M9_2022: ['-0.95%', '-8.07%', '-12.30%', '-20.36%', '-12.57%', '-7.31%', '-13.12%']..., số giá trị độc nhất: 7 M9_2023: ['-1.87%', '-2.07%', '-2.53%', '+12.50%', '-1.53%', '-4.19%', '-3.96%']..., số giá trị độc nhất: 7 M9_2024: ['+0.50%', '-2.70%', '+1.19%', '+3.24%', '-3.16%', '+1.57%', '+2.83%']..., số giá trị độc nhất: 7 M9_TRUNG BÌNH: ['+0.53%', '+1.40%', '+0.52%', '+2.79%', '+0.45%', '+0.70%', '-0.29%']..., số giá trị độc nhất: 7 M9_TRUNG VỊ: ['+0.50%', '+1.46%', '-0.08%', '+2.37%', '-0.22%', '+1.84%', '+0.93%']..., số giá trị độc nhất: 7 Q1_2010: ['+3.57%', '-1.86%', '+7.81%', '-12.67%', '-1.01%', '+7.02%', '-0.23%']..., số giá trị độc nhất: 7 Q1_2011: ['-11.85%', '-24.23%', '-14.31%', '+1.07%', '-8.02%', '-1.37%', '-3.39%']..., số giá trị độc nhất: 7 Q1_2012: ['+11.69%', '+25.55%', '+21.21%', '+24.91%', '+10.57%', '+20.48%', '+47.86%']..., số giá trị độc nhất: 7 Q1_2013: ['+19.44%', '+21.59%', '+16.45%', '+10.99%', '+9.71%', '+23.08%', '+9.78%']..., số giá trị độc nhất: 7 Q1_2014: ['+20.69%', '+34.40%', '+18.97%', '+39.13%', '+17.23%', '+12.36%', '+15.28%']..., số giá trị độc nhất: 7 Q1_2015: ['-3.10%', '+1.17%', '-4.32%', '-22.33%', '+1.71%', '+2.55%', '+12.34%']..., số giá trị độc nhất: 7 Q1_2016: ['+20.02%', '+10.41%', '+14.19%', '-8.36%', '-0.69%', '-4.22%', '-9.68%']..., số giá trị độc nhất: 7 Q1_2017: ['+25.15%', '+15.78%', '+7.44%', '+0.04%', '+4.12%', '+4.44%', '+14.51%']..., số giá trị độc nhất: 7 Q1_2018: ['-0.95%', '+5.96%', '+13.79%', '-7.20%', '+13.06%', '+11.94%', '+45.18%']..., số giá trị độc nhất: 7 Q1_2019: ['+18.09%', '+8.01%', '+3.04%', '+2.37%', '+4.90%', '+5.38%', '+10.35%']..., số giá trị độc nhất: 7 Q1_2020: ['-16.33%', '-32.14%', '-13.02%', '-34.68%', '-26.12%', '-26.62%', '-27.59%']..., số giá trị độc nhất: 7 Q1_2021: ['+3.23%', '+12.13%', '+11.50%', '+105.59%', '+19.32%', '+0.28%', '+12.71%']..., số giá trị độc nhất: 7 Q1_2022: ['+2.00%', '+6.42%', '+3.85%', '+13.58%', '+8.28%', '+1.75%', '+0.68%']..., số giá trị độc nhất: 7 Q1_2023: ['+1.28%', '+0.27%', '+7.66%', '+21.48%', '-0.07%', '-2.66%', '+11.88%']..., số giá trị độc nhất: 7 Q1_2024: ['+7.40%', '+25.38%', '+19.04%', '+15.14%', '+15.19%', '+12.44%', '+18.82%']..., số giá trị độc nhất: 7 Q1_2025: ['+2.24%', '+3.68%', '+10.55%', '-8.07%', '+7.98%', '-3.42%', '+8.71%']..., số giá trị độc nhất: 7 Q1_TRUNG BÌNH: ['+6.69%', '+7.25%', '+7.55%', '+9.94%', '+4.55%', '+4.46%', '+10.57%']..., số giá trị độc nhất: 7 Q1_TRUNG VỊ: ['+3.57%', '+8.01%', '+7.81%', '+2.37%', '+4.90%', '+4.44%', '+11.88%']..., số giá trị độc nhất: 7 Q2_2010: ['+0.39%', '+6.31%', '+1.30%', '-2.04%', '+4.50%', '+8.92%', '-2.39%']..., số giá trị độc nhất: 7 Q2_2011: ['-1.40%', '-27.64%', '-14.45%', '-22.33%', '-14.96%', '+7.32%', '-6.86%']..., số giá trị độc nhất: 7 Q2_2012: ['+3.31%', '-0.20%', '+9.87%', '-0.23%', '+14.66%', '-2.49%', '-5.99%']..., số giá trị độc nhất: 7 Q2_2013: ['+11.80%', '+3.09%', '+3.68%', '+14.11%', '+7.62%', '-4.17%', '-1.57%']..., số giá trị độc nhất: 7 Q2_2014: ['-6.05%', '-11.87%', '-3.53%', '-1.28%', '-8.12%', '-8.02%', '-5.89%']..., số giá trị độc nhất: 7 Q2_2015: ['-6.49%', '+6.41%', '+0.88%', '+17.15%', '-6.85%', '+4.48%', '+23.16%']..., số giá trị độc nhất: 7 Q2_2016: ['+24.61%', '+12.75%', '+5.29%', '+20.39%', '+24.09%', '+5.36%', '+8.92%']..., số giá trị độc nhất: 7 Q2_2017: ['+30.80%', '-5.41%', '+6.82%', '-14.55%', '+28.25%', '+4.70%', '+12.61%']..., số giá trị độc nhất: 7 Q2_2018: ['-8.42%', '-14.76%', '-12.53%', '-22.00%', '-13.44%', '-12.41%', '-26.79%']..., số giá trị độc nhất: 7 Q2_2019: ['-5.39%', '+10.09%', '-1.40%', '+8.32%', '+3.09%', '-0.14%', '-5.76%']..., số giá trị độc nhất: 7 Q2_2020: ['+15.86%', '+33.52%', '+29.33%', '+64.86%', '+22.17%', '+27.03%', '+25.97%']..., số giá trị độc nhất: 7 Q2_2021: ['+9.44%', '+8.76%', '+28.63%', '+20.50%', '+7.74%', '+4.64%', '+32.58%']..., số giá trị độc nhất: 7 Q2_2022: ['-11.93%', '-20.60%', '-28.46%', '-9.77%', '-19.82%', '-6.65%', '-23.01%']..., số giá trị độc nhất: 7 Q2_2023: ['+24.94%', '+5.27%', '+21.49%', '+24.70%', '+14.62%', '+0.33%', '+7.26%']..., số giá trị độc nhất: 7 Q2_2024: ['+8.22%', '+38.41%', '+2.66%', '+11.86%', '+13.25%', '+13.31%', '-6.25%']..., số giá trị độc nhất: 7 Q2_TRUNG BÌNH: ['+5.98%', '+2.94%', '+3.31%', '+7.31%', '+5.12%', '+2.81%', '+1.73%']..., số giá trị độc nhất: 7 Q2_TRUNG VỊ: ['+3.31%', '+5.27%', '+2.66%', '+8.32%', '+7.62%', '+4.48%', '-2.39%']..., số giá trị độc nhất: 7 Q3_2010: ['-6.53%', '-22.06%', '-10.57%', '-13.54%', '-19.06%', '-3.63%', '-11.02%']..., số giá trị độc nhất: 7 Q3_2011: ['+21.31%', '-8.31%', '-6.32%', '-6.41%', '+11.55%', '+12.15%', '-1.73%']..., số giá trị độc nhất: 7 Q3_2012: ['+10.04%', '-20.86%', '-5.72%', '-0.15%', '-8.00%', '+6.26%', '-18.32%']..., số giá trị độc nhất: 7 Q3_2013: ['+16.69%', '-1.47%', '+6.53%', '+22.22%', '+8.77%', '+2.63%', '-4.23%']..., số giá trị độc nhất: 7 Q3_2014: ['+3.19%', '+20.64%', '+6.30%', '+38.02%', '+28.72%', '+4.49%', '+0.13%']..., số giá trị độc nhất: 7 Q3_2015: ['-11.42%', '+3.57%', '+2.08%', '-21.14%', '-2.90%', '+1.47%', '-1.81%']..., số giá trị độc nhất: 7 Q3_2016: ['+9.92%', '+14.63%', '+9.03%', '+0.24%', '-6.10%', '+15.19%', '+4.37%']..., số giá trị độc nhất: 7 Q3_2017: ['-9.45%', '+23.58%', '+6.90%', '+2.06%', '+0.19%', '+6.86%', '-0.62%']..., số giá trị độc nhất: 7 Q3_2018: ['+3.44%', '+6.61%', '+10.31%', '+32.80%', '+13.00%', '+5.81%', '+9.07%']..., số giá trị độc nhất: 7 Q3_2019: ['+0.42%', '-1.96%', '+3.34%', '-20.17%', '+10.11%', '-1.58%', '+11.30%']..., số giá trị độc nhất: 7 Q3_2020: ['+9.32%', '+16.56%', '+19.28%', '+13.65%', '+12.54%', '+13.72%', '+13.62%']..., số giá trị độc nhất: 7 Q3_2021: ['+10.27%', '+17.85%', '+12.57%', '+6.45%', '+12.48%', '+11.83%', '-9.45%']..., số giá trị độc nhất: 7 Q3_2022: ['-0.27%', '+9.03%', '-3.58%', '-21.20%', '-8.23%', '+1.01%', '-2.89%']..., số giá trị độc nhất: 7 Q3_2023: ['-1.18%', '+2.24%', '+6.67%', '+36.44%', '+10.63%', '+7.50%', '+4.92%']..., số giá trị độc nhất: 7 Q3_2024: ['+8.78%', '-2.40%', '-0.44%', '+10.99%', '+3.73%', '+8.41%', '+10.03%']..., số giá trị độc nhất: 7 Q3_TRUNG BÌNH: ['+4.30%', '+3.84%', '+3.76%', '+5.35%', '+4.50%', '+6.14%', '+0.22%']..., số giá trị độc nhất: 7 Q3_TRUNG VỊ: ['+3.44%', '+3.57%', '+6.30%', '+2.06%', '+8.77%', '+6.26%', '-0.62%']..., số giá trị độc nhất: 7 Q4_2010: ['-9.34%', '-13.86%', '-0.03%', '+10.19%', '-4.34%', '+12.09%', '+6.48%']..., số giá trị độc nhất: 7 Q4_2011: ['-10.51%', '-28.61%', '-20.42%', '-17.80%', '-13.79%', '-16.41%', '-20.21%']..., số giá trị độc nhất: 7 Q4_2012: ['+5.24%', '+12.59%', '+8.99%', '+10.98%', '+8.77%', '+8.95%', '+11.19%']..., số giá trị độc nhất: 7 Q4_2013: ['+7.23%', '+23.21%', '+6.65%', '+11.76%', '+10.70%', '-2.44%', '+0.32%']..., số giá trị độc nhất: 7 Q4_2014: ['+2.82%', '-4.59%', '+0.73%', '-31.37%', '+3.01%', '-4.44%', '-0.59%']..., số giá trị độc nhất: 7 Q4_2015: ['-0.83%', '+12.81%', '+3.82%', '-19.25%', '+9.40%', '+14.86%', '-1.43%']..., số giá trị độc nhất: 7 Q4_2016: ['-8.47%', '+42.72%', '-4.12%', '-18.37%', '-2.73%', '+17.77%', '-8.16%']..., số giá trị độc nhất: 7 Q4_2017: ['+10.35%', '+43.17%', '+10.45%', '+44.96%', '+9.54%', '+17.62%', '+24.68%']..., số giá trị độc nhất: 7 Q4_2018: ['-7.46%', '+2.49%', '-12.65%', '-23.45%', '-12.39%', '-0.27%', '-14.08%']..., số giá trị độc nhất: 7 Q4_2019: ['+5.78%', '-4.86%', '-4.68%', '-9.11%', '-4.43%', '-11.30%', '+5.00%']..., số giá trị độc nhất: 7 Q4_2020: ['+14.14%', '+22.88%', '+48.37%', '+67.06%', '+16.44%', '+16.20%', '+28.88%']..., số giá trị độc nhất: 7 Q4_2021: ['+16.71%', '+17.62%', '+5.85%', '+16.27%', '+20.24%', '+8.26%', '+14.09%']..., số giá trị độc nhất: 7 Q4_2022: ['+3.32%', '+10.53%', '-18.90%', '-30.38%', '-17.48%', '-5.81%', '-0.79%']..., số giá trị độc nhất: 7 Q4_2023: ['-2.71%', '+2.85%', '+5.29%', '-4.58%', '-4.49%', '-2.83%', '-0.37%']..., số giá trị độc nhất: 7 Q4_2024: ['+3.48%', '+20.69%', '-0.80%', '+0.74%', '-3.83%', '+14.66%', '-0.87%']..., số giá trị độc nhất: 7 Q4_TRUNG BÌNH: ['+1.98%', '+10.64%', '+1.90%', '+0.51%', '+0.97%', '+4.46%', '+2.94%']..., số giá trị độc nhất: 7 Q4_TRUNG VỊ: ['+3.32%', '+12.59%', '+0.73%', '-4.58%', '-2.73%', '+8.26%', '-0.37%']..., số giá trị độc nhất: 7 W10_2010: ['+2.01%', '+8.35%', '+4.42%', '+7.28%', '+3.41%', '+4.22%', '-0.30%']..., số giá trị độc nhất: 7 W10_2011: ['-1.78%', '-8.07%', '-6.36%', '-2.15%', '-2.14%', '-0.84%', '-2.19%']..., số giá trị độc nhất: 7 W10_2012: ['-1.22%', '+3.61%', '-1.03%', '-2.77%', '-1.41%', '-2.25%', '-4.33%']..., số giá trị độc nhất: 7 W10_2013: ['+2.22%', '-3.43%', '+0.92%', '+0.16%', '-2.09%', '+0.29%', '-2.93%']..., số giá trị độc nhất: 7 W10_2014: ['+2.39%', '+0.80%', '-0.13%', '-4.52%', '+0.31%', '-2.25%', '-1.98%']..., số giá trị độc nhất: 7 W10_2015: ['+0.95%', '+2.57%', '+0.75%', '+1.19%', '-0.88%', '+0.44%', '-0.89%']..., số giá trị độc nhất: 7 W10_2016: ['+3.42%', '+2.25%', '+2.60%', '+3.38%', '-1.14%', '+0.67%', '-0.30%']..., số giá trị độc nhất: 7 W10_2017: ['+2.31%', '+2.84%', '+0.68%', '-1.75%', '+1.67%', '-1.50%', '+0.46%']..., số giá trị độc nhất: 7 W10_2018: ['-1.41%', '-0.60%', '-2.28%', '-6.95%', '-1.16%', '+2.23%', '-0.22%']..., số giá trị độc nhất: 7 W10_2019: ['+2.00%', '+0.30%', '+0.73%', '+4.02%', '+1.42%', '-0.95%', '+0.97%']..., số giá trị độc nhất: 7 W10_2020: ['0%', '+6.80%', '+1.58%', '+8.22%', '-1.22%', '+0.98%', '+2.14%']..., số giá trị độc nhất: 7 W10_2021: ['+0.42%', '+2.77%', '+2.91%', '+29.97%', '+3.40%', '-0.89%', '+0.93%']..., số giá trị độc nhất: 7 W10_2022: ['+0.41%', '+1.96%', '+6.66%', '+2.51%', '+0.27%', '+0.80%', '-1.32%']..., số giá trị độc nhất: 7 W10_2023: ['-0.69%', '+2.29%', '+2.87%', '+1.44%', '+1.08%', '+2.02%', '+2.92%']..., số giá trị độc nhất: 7 W10_2024: ['+0.95%', '+0.48%', '-0.08%', '-0.48%', '+1.09%', '+4.52%', '-2.10%']..., số giá trị độc nhất: 7 W10_2025: ['-0.05%', '-0.83%', '-1.01%', '-3.14%', '+1.29%', '+0.07%', '+1.96%']..., số giá trị độc nhất: 7 W10_TRUNG BÌNH: ['+0.75%', '+1.38%', '+0.83%', '+2.27%', '+0.24%', '+0.47%', '-0.45%']..., số giá trị độc nhất: 7 W10_TRUNG VỊ: ['+0.68%', '+2.10%', '+0.74%', '+0.67%', '+0.29%', '+0.36%', '-0.30%']..., số giá trị độc nhất: 7 W11_2010: ['+3.28%', '+5.26%', '+6.32%', '+3.93%', '+3.65%', '+3.14%', '+1.85%']..., số giá trị độc nhất: 7 W11_2011: ['+3.32%', '+3.68%', '+5.97%', '+8.72%', '+9.09%', '+8.36%', '+7.34%']..., số giá trị độc nhất: 7 W11_2012: ['+0.19%', '+1.77%', '-0.20%', '-2.32%', '+0.81%', '-0.75%', '+5.15%']..., số giá trị độc nhất: 7 W11_2013: ['+4.08%', '+6.96%', '+2.85%', '+3.40%', '+2.76%', '+2.88%', '+0.64%']..., số giá trị độc nhất: 7 W11_2014: ['+6.63%', '+3.15%', '+1.76%', '+2.84%', '+1.60%', '+5.27%', '+2.07%']..., số giá trị độc nhất: 7 W11_2015: ['-0.98%', '-1.64%', '-0.51%', '-4.62%', '-0.81%', '-0.59%', '-0.57%']..., số giá trị độc nhất: 7 W11_2016: ['+0.67%', '+2.02%', '+2.62%', '+4.95%', '-1.20%', '+2.01%', '-1.32%']..., số giá trị độc nhất: 7 W11_2017: ['+1.29%', '-2.64%', '+1.21%', '-1.64%', '+2.04%', '+1.18%', '-0.21%']..., số giá trị độc nhất: 7 W11_2018: ['+2.34%', '-3.68%', '-0.25%', '-2.39%', '-0.19%', '+2.14%', '+7.01%']..., số giá trị độc nhất: 7 W11_2019: ['+1.07%', '+1.52%', '+1.94%', '-0.14%', '+2.33%', '-0.09%', '+4.42%']..., số giá trị độc nhất: 7 W11_2020: ['-8.54%', '-14.83%', '-9.12%', '-16.42%', '-16.60%', '-9.51%', '-16.96%']..., số giá trị độc nhất: 7 W11_2021: ['+2.30%', '+0.63%', '+2.53%', '+2.76%', '-0.13%', '+0.80%', '+2.56%']..., số giá trị độc nhất: 7 W11_2022: ['-1.71%', '+0.53%', '+0.07%', '+1.29%', '+0.15%', '-3.31%', '-2.42%']..., số giá trị độc nhất: 7 W11_2023: ['-0.89%', '-1.36%', '-2.27%', '-4.38%', '-2.00%', '-1.13%', '-0.81%']..., số giá trị độc nhất: 7 W11_2024: ['+0.63%', '+5.28%', '+5.13%', '+1.63%', '+2.03%', '-2.00%', '+0.44%']..., số giá trị độc nhất: 7 W11_2025: ['+0.09%', '+1.19%', '+0.20%', '-0.98%', '+0.19%', '-0.53%', '+1.06%']..., số giá trị độc nhất: 7 W11_TRUNG BÌNH: ['+0.91%', '+0.44%', '+1.20%', '-0.16%', '+0.24%', '+0.56%', '+0.61%']..., số giá trị độc nhất: 7 W11_TRUNG VỊ: ['+1.07%', '+1.52%', '+1.76%', '+1.29%', '+0.81%', '+0.80%', '+0.64%']..., số giá trị độc nhất: 7 W12_2010: ['-2.28%', '-3.44%', '-2.57%', '-3.56%', '-1.46%', '-2.64%', '-5.03%']..., số giá trị độc nhất: 7 W12_2011: ['-2.79%', '+1.48%', '-1.31%', '-6.26%', '-4.68%', '-9.29%', '-2.86%']..., số giá trị độc nhất: 7 W12_2012: ['+1.54%', '+6.10%', '+3.48%', '+8.80%', '+4.95%', '+3.74%', '+4.61%']..., số giá trị độc nhất: 7 W12_2013: ['+9.08%', '-2.15%', '+0.02%', '-2.80%', '-1.07%', '+5.29%', '-2.21%']..., số giá trị độc nhất: 7 W12_2014: ['-1.85%', '+6.21%', '+1.82%', '+0.01%', '+3.98%', '-0.66%', '+2.91%']..., số giá trị độc nhất: 7 W12_2015: ['-0.68%', '-0.29%', '-0.61%', '-6.46%', '+0.80%', '-2.79%', '-2.45%']..., số giá trị độc nhất: 7 W12_2016: ['-0.98%', '+0.25%', '+1.95%', '+0.99%', '+1.47%', '+0.74%', '+0.03%']..., số giá trị độc nhất: 7 W12_2017: ['+0.64%', '-0.45%', '+0.21%', '-0.19%', '-1.89%', '+1.73%', '+4.40%']..., số giá trị độc nhất: 7 W12_2018: ['+3.02%', '-2.55%', '-0.88%', '+4.54%', '+0.66%', '+0.29%', '-2.95%']..., số giá trị độc nhất: 7 W12_2019: ['+0.51%', '-0.92%', '+1.88%', '-6.20%', '-2.55%', '-0.90%', '-1.42%']..., số giá trị độc nhất: 7 W12_2020: ['-3.59%', '-0.55%', '-3.61%', '-4.95%', '+2.70%', '-5.84%', '-7.35%']..., số giá trị độc nhất: 7 W12_2021: ['+1.45%', '+0.17%', '+0.81%', '+0.87%', '+1.31%', '+0.95%', '+2.46%']..., số giá trị độc nhất: 7 W12_2022: ['-1.49%', '-0.40%', '-2.11%', '-4.35%', '-1.23%', '-0.88%', '+1.28%']..., số giá trị độc nhất: 7 W12_2023: ['+0.48%', '-0.80%', '-0.58%', '-3.48%', '-0.73%', '-1.02%', '+0.24%']..., số giá trị độc nhất: 7 W12_2024: ['+1.98%', '-0.54%', '-0.46%', '+0.18%', '+1.40%', '-0.21%', '+2.70%']..., số giá trị độc nhất: 7 W12_TRUNG BÌNH: ['+0.34%', '+0.14%', '-0.13%', '-1.53%', '+0.24%', '-0.76%', '-0.38%']..., số giá trị độc nhất: 7 W12_TRUNG VỊ: ['+0.48%', '-0.45%', '-0.46%', '-2.80%', '+0.66%', '-0.66%', '+0.03%']..., số giá trị độc nhất: 7 W13_2010: ['+1.55%', '-3.42%', '-1.69%', '-3.54%', '-1.29%', '-3.89%', '+0.61%']..., số giá trị độc nhất: 7 W13_2011: ['-0.60%', '-2.77%', '-0.06%', '+0.07%', '-2.33%', '+1.49%', '-3.97%']..., số giá trị độc nhất: 7 W13_2012: ['-0.18%', '-5.29%', '-1.47%', '-1.96%', '-1.80%', '-2.93%', '-1.20%']..., số giá trị độc nhất: 7 W13_2013: ['-1.15%', '+0.48%', '+1.02%', '+2.16%', '+1.06%', '-0.61%', '-0.90%']..., số giá trị độc nhất: 7 W13_2014: ['-1.11%', '-2.07%', '+0.31%', '+3.77%', '-1.31%', '-2.08%', '-0.71%']..., số giá trị độc nhất: 7 W13_2015: ['-2.02%', '-3.63%', '-2.17%', '-8.43%', '-2.73%', '-1.76%', '-2.49%']..., số giá trị độc nhất: 7 W13_2016: ['-0.53%', '+5.90%', '+7.76%', '-4.52%', '+5.42%', '-1.44%', '-1.10%']..., số giá trị độc nhất: 7 W13_2017: ['+5.56%', '+0.25%', '+2.02%', '-2.26%', '+0.48%', '-0.31%', '-1.65%']..., số giá trị độc nhất: 7 W13_2018: ['-2.45%', '+9.39%', '+0.34%', '-12.09%', '+0.39%', '+1.66%', '+1.32%']..., số giá trị độc nhất: 7 W13_2019: ['+0.99%', '-0.80%', '-2.58%', '-2.55%', '-0.04%', '-0.29%', '-0.32%']..., số giá trị độc nhất: 7 W13_2020: ['-2.46%', '-5.23%', '-5.50%', '-10.99%', '-5.68%', '+1.81%', '-2.09%']..., số giá trị độc nhất: 7 W13_2021: ['-1.56%', '-1.31%', '-3.81%', '-0.49%', '-1.19%', '-2.82%', '-3.17%']..., số giá trị độc nhất: 7 W13_2022: ['+2.42%', '+1.10%', '+3.82%', '+0.97%', '+3.21%', '+4.09%', '+0.14%']..., số giá trị độc nhất: 7 W13_2023: ['-1.02%', '-0.69%', '+1.98%', '+0.86%', '+0.29%', '-0.13%', '+2.48%']..., số giá trị độc nhất: 7 W13_2024: ['+0.22%', '+1.13%', '+0.19%', '+1.54%', '+1.50%', '+0.02%', '+0.21%']..., số giá trị độc nhất: 7 W13_TRUNG BÌNH: ['-0.16%', '-0.47%', '+0.01%', '-2.50%', '-0.27%', '-0.48%', '-0.86%']..., số giá trị độc nhất: 7 W13_TRUNG VỊ: ['-0.60%', '-0.80%', '+0.19%', '-1.96%', '-0.04%', '-0.31%', '-0.90%']..., số giá trị độc nhất: 7 W14_2010: ['+0.31%', '+1.49%', '+0.82%', '-0.01%', '+1.73%', '-0.99%']..., số giá trị độc nhất: 6 W14_2011: ['-1.02%', '-3.47%', '-2.56%', '-0.77%', '+0.94%', '+0.89%', '-0.42%']..., số giá trị độc nhất: 7 W14_2012: ['+0.48%', '+2.38%', '+0.76%', '+2.81%', '+2.23%', '+1.57%']..., số giá trị độc nhất: 6 W14_2013: ['+1.35%', '+0.06%', '+3.42%', '+2.07%', '+1.67%', '+3.34%', '+2.64%']..., số giá trị độc nhất: 7 W14_2014: ['-0.57%', '-3.43%', '-0.11%', '-0.38%', '-3.49%', '-0.16%', '-1.87%']..., số giá trị độc nhất: 7 W14_2015: ['-1.32%', '-0.52%', '+0.08%', '-0.32%', '-0.68%', '-0.01%']..., số giá trị độc nhất: 6 W14_2016: ['+0.72%', '-4.49%', '+0.62%', '-4.38%', '-2.34%', '-1.11%', '-3.70%']..., số giá trị độc nhất: 7 W14_2017: ['-2.43%', '-0.31%', '+0.23%', '-1.56%', '+0.07%', '+0.42%', '+0.08%']..., số giá trị độc nhất: 7 W14_2018: ['-0.76%', '-4.67%', '+0.90%', '-4.39%', '-0.51%', '-2.68%', '+4.61%']..., số giá trị độc nhất: 7 W14_2019: ['-1.35%', '-2.15%', '+1.68%', '+5.29%', '+1.36%', '+0.68%', '-0.15%']..., số giá trị độc nhất: 7 W14_2020: ['+0.08%', '+0.16%', '+2.96%', '-0.07%', '+3.25%', '+1.35%', '+0.83%']..., số giá trị độc nhất: 7 W14_2021: ['+1.94%', '+3.82%', '+4.53%', '+11.64%', '+4.32%', '+4.40%', '+7.30%']..., số giá trị độc nhất: 7 W14_2022: ['+0.24%', '+1.29%', '-0.95%', '-2.76%', '+2.52%', '+3.42%', '+1.88%']..., số giá trị độc nhất: 7 W14_2023: ['+0.55%', '+0.10%', '+2.29%', '+4.35%', '+1.77%', '-0.10%', '+0.48%']..., số giá trị độc nhất: 7 W14_2024: ['-0.31%', '+0.07%', '-3.19%', '+3.72%', '-0.94%', '-0.88%', '-3.36%']..., số giá trị độc nhất: 7 W14_TRUNG BÌNH: ['-0.14%', '-0.64%', '+0.76%', '+0.86%', '+0.87%', '+0.59%']..., số giá trị độc nhất: 6 W14_TRUNG VỊ: ['+0.08%', '+0.06%', '+0.76%', '-0.07%', '+1.36%', '+0.68%']..., số giá trị độc nhất: 6 W15_2010: ['+0.78%', '+6.31%', '+3.20%', '+4.20%', '+3.01%', '+0.67%', '-0.53%']..., số giá trị độc nhất: 7 W15_2011: ['+0.94%', '+0.06%', '-0.42%', '+4.59%', '-2.10%', '+1.16%', '+1.01%']..., số giá trị độc nhất: 7 W15_2012: ['+1.40%', '+6.23%', '+5.50%', '+3.61%', '+7.37%', '+0.98%', '+4.08%']..., số giá trị độc nhất: 7 W15_2013: ['-0.05%', '-1.64%', '-1.21%', '-2.70%', '-1.56%', '-0.56%', '-3.81%']..., số giá trị độc nhất: 7 W15_2014: ['+0.95%', '+1.85%', '-1.16%', '+2.96%', '-0.51%', '+0.33%', '-0.24%']..., số giá trị độc nhất: 7 W15_2015: ['+0.06%', '+3.19%', '+0.33%', '+1.10%', '+1.03%', '+1.52%', '+1.91%']..., số giá trị độc nhất: 7 W15_2016: ['+4.99%', '+3.89%', '+1.80%', '+1.09%', '-0.28%', '+3.86%', '+1.49%']..., số giá trị độc nhất: 7 W15_2017: ['+0.55%', '-1.11%', '-0.80%', '-1.29%', '-0.19%', '-1.26%', '-1.74%']..., số giá trị độc nhất: 7 W15_2018: ['-1.68%', '-2.95%', '-2.40%', '+2.24%', '-4.38%', '-1.83%', '-4.53%']..., số giá trị độc nhất: 7 W15_2019: ['-0.30%', '+0.38%', '-2.75%', '+1.16%', '-0.72%', '-0.93%']..., số giá trị độc nhất: 6 W15_2020: ['+6.23%', '+11.75%', '+6.38%', '+13.17%', '+4.83%', '+7.92%', '+6.77%']..., số giá trị độc nhất: 7 W15_2021: ['-0.18%', '-0.41%', '+1.38%', '+1.02%', '+0.95%', '-1.32%', '+1.08%']..., số giá trị độc nhất: 7 W15_2022: ['+0.67%', '-2.39%', '-1.86%', '+0.85%', '-3.77%', '-2.12%', '-1.89%']..., số giá trị độc nhất: 7 W15_2023: ['+1.48%', '-2.26%', '-1.21%', '+0.51%', '+0.30%', '-0.65%', '-1.19%']..., số giá trị độc nhất: 7 W15_2024: ['+1.63%', '+1.70%', '+0.95%', '-0.67%', '+0.73%', '-1.24%', '+3.17%']..., số giá trị độc nhất: 7 W15_TRUNG BÌNH: ['+1.16%', '+1.64%', '+0.52%', '+2.12%', '+0.32%', '+0.48%', '+0.31%']..., số giá trị độc nhất: 7 W15_TRUNG VỊ: ['+0.78%', '+0.38%', '-0.42%', '+1.10%', '-0.19%', '-0.30%', '-0.24%']..., số giá trị độc nhất: 7 W16_2010: ['+0.33%', '+1.13%', '-0.04%', '-2.37%', '+2.94%', '+2.03%', '+0.02%']..., số giá trị độc nhất: 7 W16_2011: ['-0.19%', '-3.13%', '-1.69%', '-1.87%', '-2.82%', '+1.78%', '-1.60%']..., số giá trị độc nhất: 7 W16_2012: ['-0.81%', '+0.09%', '+1.16%', '+2.82%', '+2.83%', '+0.27%', '+0.78%']..., số giá trị độc nhất: 7 W16_2013: ['-1.64%', '-4.05%', '-3.09%', '-3.74%', '-3.10%', '-4.42%', '-5.07%']..., số giá trị độc nhất: 7 W16_2014: ['-1.51%', '-9.39%', '-6.77%', '-8.36%', '-6.18%', '-4.60%', '-6.49%']..., số giá trị độc nhất: 7 W16_2015: ['-0.04%', '+0.57%', '+0.83%', '+13.02%', '+2.31%', '+1.92%', '+1.71%']..., số giá trị độc nhất: 7 W16_2016: ['+0.36%', '-1.08%', '+0.91%', '+1.15%', '+1.44%', '-0.18%', '-0.19%']..., số giá trị độc nhất: 7 W16_2017: ['-0.68%', '-0.83%', '-1.61%', '-2.48%', '+4.37%', '+0.34%', '-1.85%']..., số giá trị độc nhất: 7 W16_2018: ['-1.19%', '-3.72%', '-2.24%', '-3.63%', '-4.59%', '-2.35%', '-3.35%']..., số giá trị độc nhất: 7 W16_2019: ['-1.49%', '-0.90%', '-1.64%', '-1.67%', '-1.20%', '-1.08%', '-1.07%']..., số giá trị độc nhất: 7 W16_2020: ['+3.23%', '+6.69%', '+5.57%', '+7.33%', '+5.12%', '+6.25%', '+3.87%']..., số giá trị độc nhất: 7 W16_2021: ['-2.14%', '-2.53%', '+0.61%', '-5.87%', '-2.26%', '-0.35%', '-1.59%']..., số giá trị độc nhất: 7 W16_2022: ['-1.17%', '-1.95%', '-0.20%', '-4.39%', '+1.14%', '+1.12%', '-3.65%']..., số giá trị độc nhất: 7 W16_2023: ['+2.86%', '-1.09%', '+0.76%', '-3.16%', '+0.42%', '-1.12%', '-1.50%']..., số giá trị độc nhất: 7 W16_2024: ['-3.07%', '-4.51%', '-8.95%', '-10.01%', '-6.76%', '-3.98%', '-7.52%']..., số giá trị độc nhất: 7 W16_TRUNG BÌNH: ['-0.48%', '-1.65%', '-1.09%', '-1.55%', '-0.42%', '-0.29%', '-1.83%']..., số giá trị độc nhất: 7 W16_TRUNG VỊ: ['-0.81%', '-1.09%', '-0.20%', '-2.48%', '+0.42%', '-0.18%', '-1.59%']..., số giá trị độc nhất: 7 W17_2010: ['+1.04%', '+3.81%', '+2.23%', '+4.60%', '+3.12%', '+0.46%', '+1.70%']..., số giá trị độc nhất: 7 W17_2011: ['-2.01%', '-6.26%', '-4.22%', '-6.13%', '-2.30%', '+2.22%', '-1.35%']..., số giá trị độc nhất: 7 W17_2012: ['+0.93%', '+4.72%', '+7.41%', '+0.75%', '+5.74%', '-0.57%', '0%']..., số giá trị độc nhất: 7 W17_2013: ['-0.40%', '-1.14%', '+1.09%', '+0.11%', '-1.04%', '+0.27%', '+0.96%']..., số giá trị độc nhất: 7 W17_2014: ['-1.54%', '+1.41%', '+3.25%', '+1.17%', '+1.21%', '+2.65%', '-0.22%']..., số giá trị độc nhất: 7 W17_2015: ['+0.65%', '-0.61%', '-0.60%', '+4.85%', '-0.38%', '+0.50%', '-1.42%']..., số giá trị độc nhất: 7 W17_2016: ['-0.81%', '+0.82%', '+1.03%', '+3.82%', '+0.27%', '-1.04%', '+4.54%']..., số giá trị độc nhất: 7 W17_2017: ['+3.99%', '-0.47%', '+0.39%', '-0.22%', '-1.41%', '+1.46%', '+0.69%']..., số giá trị độc nhất: 7 W17_2018: ['-3.32%', '-4.69%', '-5.25%', '-10.03%', '-4.47%', '-1.56%', '-9.32%']..., số giá trị độc nhất: 7 W17_2019: ['+0.86%', '+1.54%', '+1.06%', '+10.64%', '+1.57%', '-1.20%', '-0.11%']..., số giá trị độc nhất: 7 W17_2020: ['+0.72%', '+2.75%', '+0.97%', '-1.09%', '-0.07%', '+1.88%', '-3.67%']..., số giá trị độc nhất: 7 W17_2021: ['-0.47%', '-1.42%', '-0.46%', '-9.30%', '+0.29%', '+0.09%', '+2.01%']..., số giá trị độc nhất: 7 W17_2022: ['-4.08%', '-7.36%', '-8.51%', '-20.25%', '-7.99%', '-3.31%', '-4.36%']..., số giá trị độc nhất: 7 W17_2023: ['+1.60%', '+0.75%', '+1.97%', '+2.89%', '+0.69%', '-1.89%', '+1.08%']..., số giá trị độc nhất: 7 W17_2024: ['+0.64%', '+3.23%', '+3.45%', '+0.38%', '+5.52%', '+1.15%', '+2.54%']..., số giá trị độc nhất: 7 W17_TRUNG BÌNH: ['-0.15%', '-0.19%', '+0.25%', '-1.19%', '+0.05%', '+0.07%', '-0.46%']..., số giá trị độc nhất: 7 W17_TRUNG VỊ: ['+0.64%', '+0.75%', '+1.03%', '+0.38%', '+0.27%', '0%']..., số giá trị độc nhất: 6 W18_2010: ['-0.54%', '+0.75%', '+1.31%', '-1.97%', '+3.95%', '+3.21%', '+0.41%']..., số giá trị độc nhất: 7 W18_2011: ['+0.79%', '+0.19%', '+0.31%', '+2.16%', '+2.20%', '+12.04%', '+3.73%']..., số giá trị độc nhất: 7 W18_2012: ['+0.11%', '+2.31%', '+2.87%', '+3.65%', '+1.60%', '-0.04%', '-0.82%']..., số giá trị độc nhất: 7 W18_2013: ['+0.29%', '+1.03%', '+0.69%', '+0.86%', '-0.37%', '-0.01%', '+0.01%']..., số giá trị độc nhất: 7 W18_2014: ['+0.51%', '-0.22%', '-0.54%', '+1.08%', '-0.72%', '-0.69%', '-0.81%']..., số giá trị độc nhất: 7 W18_2015: ['-0.85%', '-0.23%', '-0.30%', '-2.99%', '-0.57%', '-0.72%']..., số giá trị độc nhất: 6 W18_2016: ['-1.82%', '+2.07%', '-1.33%', '-0.95%', '+3.39%', '+1.05%', '+1.58%']..., số giá trị độc nhất: 7 W18_2017: ['-0.08%', '-0.66%', '+0.30%', '-4.23%', '+1.41%', '-0.56%', '+1.95%']..., số giá trị độc nhất: 7 W18_2018: ['-0.41%', '-0.82%', '+0.67%', '-7.69%', '+1.39%', '+0.57%', '-2.52%']..., số giá trị độc nhất: 7 W18_2019: ['-0.36%', '+0.09%', '+0.05%', '-0.67%', '-0.32%', '+0.86%', '-1.71%']..., số giá trị độc nhất: 7 W18_2020: ['+0.54%', '+1.66%', '+2.38%', '-1.42%', '-1.22%', '-2.76%', '-0.38%']..., số giá trị độc nhất: 7 W18_2021: ['+0.96%', '-0.82%', '+2.32%', '-6.64%', '-1.30%', '-2.15%', '+0.53%']..., số giá trị độc nhất: 7 W18_2022: ['+1.32%', '+1.28%', '-0.23%', '+0.98%', '-0.83%', '-0.26%', '-1.64%']..., số giá trị độc nhất: 7 W18_2023: ['+4.75%', '-0.65%', '-0.04%', '-0.14%', '-0.47%', '-0.86%', '-0.84%']..., số giá trị độc nhất: 7 W18_2024: ['-0.14%', '+6.14%', '+0.66%', '+0.53%', '+1.18%', '+2.48%', '+0.46%']..., số giá trị độc nhất: 7 W18_TRUNG BÌNH: ['+0.34%', '+0.81%', '+0.61%', '-1.16%', '+0.62%', '-0.02%']..., số giá trị độc nhất: 6 W18_TRUNG VỊ: ['+0.11%', '+0.19%', '+0.31%', '-0.67%', '-0.32%', '-0.04%', '-0.30%']..., số giá trị độc nhất: 7 W19_2010: ['-1.34%', '+2.99%', '-1.19%', '+2.32%', '+0.03%', '+1.00%', '+0.96%']..., số giá trị độc nhất: 7 W19_2011: ['+0.73%', '-1.62%', '+0.05%', '-0.32%', '-0.49%', '-1.74%', '-1.68%']..., số giá trị độc nhất: 7 W19_2012: ['+1.58%', '+1.67%', '+1.94%', '+1.21%', '+3.48%', '-0.07%', '+3.12%']..., số giá trị độc nhất: 7 W19_2013: ['+0.76%', '+4.67%', '+2.13%', '+3.11%', '+2.66%', '+1.01%', '+2.35%']..., số giá trị độc nhất: 7 W19_2014: ['-7.69%', '-10.65%', '-5.75%', '-5.77%', '-5.12%', '-6.41%', '-6.65%']..., số giá trị độc nhất: 7 W19_2015: ['-1.95%', '-2.27%', '-1.24%', '-1.10%', '-1.94%', '-1.06%', '+0.96%']..., số giá trị độc nhất: 7 W19_2016: ['-0.14%', '-0.72%', '-1.89%', '-1.13%', '-0.03%', '+1.48%', '+2.57%']..., số giá trị độc nhất: 7 W19_2017: ['+0.33%', '+1.89%', '+1.51%', '-0.71%', '+1.93%', '-0.99%', '+1.37%']..., số giá trị độc nhất: 7 W19_2018: ['+1.10%', '+4.00%', '+1.09%', '+5.26%', '+0.84%', '-0.27%', '+0.63%']..., số giá trị độc nhất: 7 W19_2019: ['-0.49%', '-2.57%', '-2.61%', '-0.35%', '-0.60%', '-0.23%', '-2.74%']..., số giá trị độc nhất: 7 W19_2020: ['-0.49%', '+0.34%', '+3.10%', '+5.17%', '+3.22%', '+4.07%', '+6.45%']..., số giá trị độc nhất: 7 W19_2021: ['+0.46%', '-0.56%', '+1.71%', '+1.33%', '-0.54%', '-3.67%', '+2.30%']..., số giá trị độc nhất: 7 W19_2022: ['-2.20%', '-1.73%', '-4.56%', '-1.34%', '-3.33%', '-4.14%']..., số giá trị độc nhất: 6 W19_2023: ['-0.48%', '+4.69%', '+3.91%', '+5.68%', '+1.80%', '+2.73%', '+2.88%']..., số giá trị độc nhất: 7 W19_2024: ['+1.01%', '+4.74%', '+5.47%', '+7.81%', '+5.54%', '+1.26%', '+0.71%']..., số giá trị độc nhất: 7 W19_TRUNG BÌNH: ['-0.59%', '+0.32%', '+0.24%', '+1.41%', '+0.50%', '-0.28%', '+0.61%']..., số giá trị độc nhất: 7 W19_TRUNG VỊ: ['-0.14%', '+0.34%', '+1.09%', '+1.21%', '+0.03%', '-0.23%', '+0.96%']..., số giá trị độc nhất: 7 W1_2012: ['+1.70%', '-4.68%', '-3.47%', '-10.20%', '-2.15%', '-6.64%', '-3.49%']..., số giá trị độc nhất: 7 W1_2013: ['-1.85%', '+3.99%', '+2.69%', '+3.73%', '+0.69%', '+0.81%', '+5.57%']..., số giá trị độc nhất: 7 W1_2014: ['+1.90%', '+0.38%', '+0.75%', '-1.20%', '+0.21%', '+0.03%', '+0.58%']..., số giá trị độc nhất: 7 W1_2017: ['+2.23%', '+6.29%', '-0.43%', '+3.16%', '-0.12%', '+0.89%', '+6.43%']..., số giá trị độc nhất: 7 W1_2018: ['-1.53%', '+5.00%', '+3.04%', '+7.13%', '+3.19%', '+4.98%', '+3.91%']..., số giá trị độc nhất: 7 W1_2019: ['-4.16%', '-1.92%', '-3.99%', '-3.94%', '-1.87%', '-1.73%', '-3.05%']..., số giá trị độc nhất: 7 W1_2020: ['+0.76%', '-0.95%', '+1.99%', '+1.54%', '+0.73%', '+0.74%', '+0.37%']..., số giá trị độc nhất: 7 W1_2023: ['-0.82%', '+1.30%', '+4.08%', '+9.88%', '+1.61%', '+3.15%', '+5.47%']..., số giá trị độc nhất: 7 W1_2024: ['+1.76%', '+1.14%', '+0.27%', '+1.12%', '+0.42%', '+1.53%', '+4.40%']..., số giá trị độc nhất: 7 W1_2025: ['+0.03%', '-0.65%', '+0.04%', '-1.88%', '-1.29%', '-2.18%', '-1.30%']..., số giá trị độc nhất: 7 W1_TRUNG BÌNH: ['+0.00%', '+0.99%', '+0.50%', '+0.93%', '+0.14%', '+0.16%', '+1.89%']..., số giá trị độc nhất: 7 W1_TRUNG VỊ: ['+0.39%', '+0.76%', '+0.51%', '+1.33%', '+0.32%', '+0.77%', '+2.24%']..., số giá trị độc nhất: 7 W20_2010: ['-1.25%', '-7.79%', '-3.79%', '-3.84%', '-5.85%', '-3.51%', '-2.82%']..., số giá trị độc nhất: 7 W20_2011: ['-0.42%', '-1.80%', '+0.13%', '-0.99%', '+1.80%', '+3.13%', '+1.58%']..., số giá trị độc nhất: 7 W20_2012: ['-4.95%', '-12.31%', '-9.66%', '-10.91%', '-9.29%', '-8.95%']..., số giá trị độc nhất: 6 W20_2013: ['+1.86%', '+0.30%', '+0.87%', '+1.46%', '+0.85%', '-0.32%', '+1.39%']..., số giá trị độc nhất: 7 W20_2014: ['-4.65%', '-2.68%', '-0.21%', '+0.65%', '-2.16%', '-1.85%', '+0.87%']..., số giá trị độc nhất: 7 W20_2015: ['-3.98%', '-0.92%', '-2.33%', '-5.82%', '-4.05%', '-3.25%', '-2.61%']..., số giá trị độc nhất: 7 W20_2016: ['-0.74%', '-0.04%', '+1.31%', '+3.62%', '+0.63%', '-0.23%', '+0.83%']..., số giá trị độc nhất: 7 W20_2017: ['+7.45%', '-0.80%', '-0.96%', '-0.50%', '+6.40%', '+0.26%', '+1.95%']..., số giá trị độc nhất: 7 W20_2018: ['-1.22%', '-1.19%', '-1.14%', '+8.93%', '+3.00%', '-0.41%', '-2.39%']..., số giá trị độc nhất: 7 W20_2019: ['-0.83%', '+1.79%', '+1.97%', '+4.96%', '+2.77%', '+2.52%', '+1.88%']..., số giá trị độc nhất: 7 W20_2020: ['+1.26%', '-0.72%', '+0.40%', '+9.45%', '+0.96%', '+2.92%', '+2.64%']..., số giá trị độc nhất: 7 W20_2021: ['-0.76%', '+0.36%', '+2.14%', '+2.48%', '+2.30%', '+4.51%', '+4.78%']..., số giá trị độc nhất: 7 W20_2022: ['-6.64%', '-6.55%', '-15.37%', '-13.56%', '-14.57%', '-8.81%', '-12.73%']..., số giá trị độc nhất: 7 W20_2023: ['+0.28%', '+1.75%', '-2.28%', '+2.49%', '-0.18%', '-1.09%', '+0.18%']..., số giá trị độc nhất: 7 W20_2024: ['+1.42%', '+0.88%', '+4.28%', '+3.22%', '+1.45%', '+5.54%', '+2.05%']..., số giá trị độc nhất: 7 W20_TRUNG BÌNH: ['-0.88%', '-1.98%', '-1.64%', '+0.11%', '-1.06%', '-0.37%', '-0.76%']..., số giá trị độc nhất: 7 W20_TRUNG VỊ: ['-0.76%', '-0.80%', '-0.21%', '+1.46%', '+0.85%', '-0.32%', '+0.87%']..., số giá trị độc nhất: 7 W21_2010: ['-6.16%', '-12.87%', '-7.89%', '-12.59%', '-9.47%', '-1.98%', '-6.75%']..., số giá trị độc nhất: 7 W21_2011: ['-0.92%', '-9.73%', '-6.01%', '-4.37%', '-10.09%', '-12.24%', '-3.83%']..., số giá trị độc nhất: 7 W21_2012: ['+0.37%', '+2.91%', '+3.93%', '+3.79%', '+0.57%', '+0.24%', '+0.17%']..., số giá trị độc nhất: 7 W21_2013: ['+4.40%', '+4.49%', '+3.53%', '+7.37%', '+3.35%', '+1.95%', '+0.79%']..., số giá trị độc nhất: 7 W21_2014: ['+5.82%', '+4.46%', '+4.07%', '+2.11%', '+3.38%', '+1.56%', '+0.97%']..., số giá trị độc nhất: 7 W21_2015: ['-0.16%', '+2.26%', '+1.91%', '+6.71%', '+4.19%', '+2.75%', '+6.28%']..., số giá trị độc nhất: 7 W21_2016: ['-0.27%', '+0.91%', '+0.17%', '+8.05%', '-0.02%', '+1.06%']..., số giá trị độc nhất: 6 W21_2017: ['+16.26%', '-2.97%', '+0.53%', '+2.66%', '+2.03%', '+1.71%', '+3.39%']..., số giá trị độc nhất: 7 W21_2018: ['-2.15%', '-9.33%', '-3.84%', '-14.08%', '-5.73%', '-4.58%', '-10.20%']..., số giá trị độc nhất: 7 W21_2019: ['-1.55%', '+1.78%', '+0.37%', '-4.83%', '+1.54%', '-0.48%', '-0.46%']..., số giá trị độc nhất: 7 W21_2020: ['-0.25%', '+1.68%', '+5.48%', '-1.14%', '+1.87%', '+1.79%', '+3.59%']..., số giá trị độc nhất: 7 W21_2021: ['+1.66%', '+0.18%', '+1.72%', '-3.43%', '+1.97%', '+0.44%', '+2.64%']..., số giá trị độc nhất: 7 W21_2022: ['+2.25%', '+1.66%', '+7.65%', '+24.12%', '+6.92%', '+4.19%', '+6.26%']..., số giá trị độc nhất: 7 W21_2023: ['+1.09%', '-1.44%', '+1.10%', '+4.43%', '+0.90%', '-1.13%', '-1.01%']..., số giá trị độc nhất: 7 W21_2024: ['+1.97%', '+0.99%', '+1.30%', '+9.64%', '+1.60%', '+1.31%', '-0.98%']..., số giá trị độc nhất: 7 W21_TRUNG BÌNH: ['+1.49%', '-1.00%', '+0.93%', '+1.90%', '+0.20%', '-0.23%', '+0.07%']..., số giá trị độc nhất: 7 W21_TRUNG VỊ: ['+0.37%', '+0.99%', '+1.30%', '+2.66%', '+1.60%', '+1.06%', '+0.17%']..., số giá trị độc nhất: 7 W22_2010: ['+9.95%', '+12.72%', '+6.66%', '+10.69%', '+7.58%', '+4.43%', '+4.68%']..., số giá trị độc nhất: 7 W22_2011: ['-7.24%', '-7.80%', '-3.58%', '-7.11%', '-3.99%', '-5.17%', '-4.47%']..., số giá trị độc nhất: 7 W22_2012: ['+1.49%', '-2.68%', '-2.60%', '-4.33%', '+0.29%', '-0.31%', '-2.24%']..., số giá trị độc nhất: 7 W22_2013: ['+1.77%', '+4.73%', '+3.41%', '+11.00%', '+4.52%', '+2.28%', '+3.02%']..., số giá trị độc nhất: 7 W22_2014: ['+2.51%', '+3.59%', '+0.74%', '+3.09%', '+2.06%', '+2.71%', '+5.06%']..., số giá trị độc nhất: 7 W22_2015: ['+1.68%', '+1.90%', '+0.24%', '-3.30%', '-1.63%', '+0.44%', '+5.74%']..., số giá trị độc nhất: 7 W22_2016: ['+0.03%', '-0.21%', '-1.15%', '-0.12%', '+1.17%', '-1.12%', '-2.31%']..., số giá trị độc nhất: 7 W22_2017: ['-4.43%', '-1.30%', '+1.49%', '-3.27%', '+1.11%', '+0.11%', '-1.31%']..., số giá trị độc nhất: 7 W22_2018: ['+0.64%', '+0.92%', '+3.76%', '-2.05%', '+1.64%', '+1.90%', '+6.82%']..., số giá trị độc nhất: 7 W22_2019: ['-0.35%', '+1.05%', '+1.29%', '-2.06%', '-0.69%', '-0.54%', '-1.09%']..., số giá trị độc nhất: 7 W22_2020: ['+0.44%', '-0.07%', '+2.12%', '+0.77%', '+0.31%', '+1.68%', '+1.90%']..., số giá trị độc nhất: 7 W22_2021: ['+3.99%', '+0.45%', '+4.70%', '+7.00%', '-0.37%', '+1.58%', '+6.21%']..., số giá trị độc nhất: 7 W22_2022: ['+2.64%', '+2.42%', '+1.27%', '+5.32%', '+6.80%', '+3.48%', '+3.54%']..., số giá trị độc nhất: 7 W22_2023: ['+2.94%', '+3.25%', '+4.08%', '+1.61%', '+4.69%', '+1.06%', '+4.89%']..., số giá trị độc nhất: 7 W22_2024: ['+2.19%', '+4.58%', '+0.73%', '+0.69%', '+2.33%', '+1.95%', '-1.09%']..., số giá trị độc nhất: 7 W22_TRUNG BÌNH: ['+1.22%', '+1.57%', '+1.54%', '+1.20%', '+1.72%', '+0.97%', '+1.96%']..., số giá trị độc nhất: 7 W22_TRUNG VỊ: ['+1.68%', '+1.05%', '+1.29%', '+0.69%', '+1.17%', '+1.58%', '+3.02%']..., số giá trị độc nhất: 7 W23_2010: ['-0.46%', '-1.76%', '-1.71%', '-4.68%', '-1.14%', '+1.03%', '-0.86%']..., số giá trị độc nhất: 7 W23_2011: ['+1.63%', '+3.65%', '+4.44%', '+5.63%', '+6.31%', '+8.50%', '+7.00%']..., số giá trị độc nhất: 7 W23_2012: ['+1.01%', '+2.36%', '+1.74%', '-1.32%', '+2.37%', '-0.76%', '+0.92%']..., số giá trị độc nhất: 7 W23_2013: ['+2.86%', '+0.96%', '-2.31%', '+2.05%', '+2.55%', '+0.26%', '+4.09%']..., số giá trị độc nhất: 7 W23_2014: ['-1.43%', '+0.14%', '-0.88%', '-1.82%', '-0.34%', '-0.45%', '-0.97%']..., số giá trị độc nhất: 7 W23_2015: ['-0.51%', '+2.50%', '-0.15%', '+3.04%', '-1.40%', '-0.48%', '+3.50%']..., số giá trị độc nhất: 7 W23_2016: ['+1.08%', '+3.59%', '+3.68%', '+7.04%', '+4.45%', '-0.56%', '+2.29%']..., số giá trị độc nhất: 7 W23_2017: ['+3.73%', '-1.17%', '+1.59%', '-3.12%', '+3.48%', '+0.43%', '+4.22%']..., số giá trị độc nhất: 7 W23_2018: ['+3.57%', '+11.03%', '+4.26%', '+5.70%', '+6.06%', '+3.24%', '+2.24%']..., số giá trị độc nhất: 7 W23_2019: ['+0.17%', '-0.73%', '+0.77%', '-0.31%', '+0.09%', '+0.44%', '-1.01%']..., số giá trị độc nhất: 7 W23_2020: ['+1.37%', '+5.14%', '+0.68%', '+19.21%', '+1.65%', '+3.01%', '+5.33%']..., số giá trị độc nhất: 7 W23_2021: ['+2.25%', '+1.95%', '+6.07%', '+31.12%', '+2.74%', '-0.29%', '+7.66%']..., số giá trị độc nhất: 7 W23_2022: ['-0.48%', '-0.76%', '-0.39%', '+13.11%', '+1.21%', '+0.66%', '-1.47%']..., số giá trị độc nhất: 7 W23_2023: ['+5.16%', '+1.51%', '+2.64%', '+0.24%', '+1.37%', '+1.60%', '+1.17%']..., số giá trị độc nhất: 7 W23_2024: ['+1.99%', '+6.38%', '+1.08%', '+3.09%', '+0.91%', '+7.49%', '+2.15%']..., số giá trị độc nhất: 7 W23_TRUNG BÌNH: ['+1.46%', '+2.32%', '+1.43%', '+5.26%', '+2.02%', '+1.61%', '+2.42%']..., số giá trị độc nhất: 7 W23_TRUNG VỊ: ['+1.37%', '+1.95%', '+1.08%', '+3.04%', '+1.65%', '+0.44%', '+2.24%']..., số giá trị độc nhất: 7 W24_2010: ['-1.05%', '-1.69%', '-2.02%', '-1.47%', '+0.29%', '-1.65%', '-1.63%']..., số giá trị độc nhất: 7 W24_2011: ['+1.31%', '+8.23%', '+1.65%', '+2.05%', '+0.31%', '-0.53%', '+1.45%']..., số giá trị độc nhất: 7 W24_2012: ['-1.59%', '+1.01%', '+0.57%', '+2.50%', '+0.06%', '+3.90%', '-0.50%']..., số giá trị độc nhất: 7 W24_2013: ['+0.13%', '+1.76%', '-1.17%', '-0.58%', '+0.45%', '-2.33%', '-4.03%']..., số giá trị độc nhất: 7 W24_2014: ['+0.86%', '+2.02%', '+2.78%', '+1.31%', '+0.67%', '+0.24%', '+2.48%']..., số giá trị độc nhất: 7 W24_2015: ['+1.66%', '+1.98%', '+2.22%', '+6.38%', '-1.51%', '+0.49%', '-1.24%']..., số giá trị độc nhất: 7 W24_2016: ['+5.65%', '+2.85%', '+0.46%', '+3.60%', '+0.35%', '+2.14%']..., số giá trị độc nhất: 6 W24_2017: ['+4.08%', '+2.90%', '+1.43%', '-1.44%', '+0.07%', '+0.26%', '+2.46%']..., số giá trị độc nhất: 7 W24_2018: ['-1.85%', '-0.95%', '-1.50%', '-4.28%', '-0.68%', '-0.14%', '-3.93%']..., số giá trị độc nhất: 7 W24_2019: ['-2.63%', '+2.47%', '-1.04%', '-2.02%', '-0.27%', '-1.49%', '+1.81%']..., số giá trị độc nhất: 7 W24_2020: ['-1.56%', '-0.12%', '-2.04%', '-8.74%', '-1.07%', '-2.68%', '-2.11%']..., số giá trị độc nhất: 7 W24_2021: ['-0.06%', '+2.35%', '-1.27%', '-4.38%', '-2.70%', '+1.77%', '-3.64%']..., số giá trị độc nhất: 7 W24_2022: ['-0.76%', '-0.73%', '+1.43%', '+10.01%', '+0.34%', '+0.82%', '-0.14%']..., số giá trị độc nhất: 7 W24_2023: ['+0.70%', '-1.25%', '-0.10%', '+2.80%', '-0.49%', '+1.51%']..., số giá trị độc nhất: 6 W24_2024: ['-0.05%', '+9.17%', '-1.79%', '-2.08%', '+0.61%', '-1.55%', '+0.19%']..., số giá trị độc nhất: 7 W24_TRUNG BÌNH: ['+0.32%', '+2.00%', '-0.03%', '+0.38%', '-0.02%', '-0.18%', '-0.35%']..., số giá trị độc nhất: 7 W24_TRUNG VỊ: ['-0.05%', '+1.98%', '-0.10%', '-0.58%', '+0.07%', '-0.14%']..., số giá trị độc nhất: 6 W25_2010: ['-1.76%', '+4.56%', '+2.98%', '+1.69%', '+1.38%', '+2.69%', '+1.43%']..., số giá trị độc nhất: 7 W25_2011: ['+0.41%', '-4.58%', '-2.92%', '-6.45%', '-0.52%', '-1.20%', '-5.13%']..., số giá trị độc nhất: 7 W25_2012: ['+0.16%', '-4.12%', '-1.46%', '-0.67%', '-1.09%', '-3.24%', '-1.24%']..., số giá trị độc nhất: 7 W25_2013: ['+2.00%', '-3.22%', '-3.07%', '-1.31%', '-1.72%', '-1.06%', '-0.16%']..., số giá trị độc nhất: 7 W25_2014: ['-1.70%', '-1.50%', '-0.72%', '+0.12%', '-0.64%', '-3.10%', '-0.31%']..., số giá trị độc nhất: 7 W25_2015: ['-2.39%', '-1.29%', '-0.92%', '-3.20%', '-0.87%', '-0.82%', '+4.37%']..., số giá trị độc nhất: 7 W25_2016: ['+4.63%', '-0.26%', '+0.62%', '-9.07%', '+2.32%', '-0.15%', '-3.41%']..., số giá trị độc nhất: 7 W25_2017: ['-0.13%', '-0.72%', '+0.50%', '-1.72%', '+7.76%', '+0.82%', '-0.18%']..., số giá trị độc nhất: 7 W25_2018: ['-0.76%', '-0.90%', '-3.16%', '+0.04%', '-4.08%', '-1.95%', '-3.32%']..., số giá trị độc nhất: 7 W25_2019: ['-0.91%', '+4.06%', '+0.46%', '+0.63%', '+1.04%', '+0.42%', '+1.54%']..., số giá trị độc nhất: 7 W25_2020: ['+1.69%', '+1.55%', '+2.57%', '+6.29%', '+0.51%', '-1.29%', '-0.77%']..., số giá trị độc nhất: 7 W25_2021: ['+3.33%', '+1.72%', '+5.16%', '+7.72%', '+3.00%', '+2.53%', '-0.06%']..., số giá trị độc nhất: 7 W25_2022: ['-5.39%', '-6.72%', '-7.36%', '+3.06%', '-4.89%', '-3.15%', '-9.07%']..., số giá trị độc nhất: 7 W25_2023: ['+0.22%', '+1.51%', '+5.58%', '+1.32%', '+2.46%', '+1.83%', '+0.58%']..., số giá trị độc nhất: 7 W25_2024: ['+3.46%', '+9.23%', '+2.91%', '+4.94%', '+3.65%', '+0.83%', '-0.81%']..., số giá trị độc nhất: 7 W25_TRUNG BÌNH: ['+0.19%', '-0.05%', '+0.08%', '+0.23%', '+0.56%', '-0.46%', '-1.10%']..., số giá trị độc nhất: 7 W25_TRUNG VỊ: ['+0.16%', '-0.72%', '+0.46%', '+0.12%', '+0.51%', '-0.82%', '-0.31%']..., số giá trị độc nhất: 7 W26_2010: ['+1.52%', '-0.73%', '+0.07%', '-1.89%', '-0.64%', '-1.43%', '-1.91%']..., số giá trị độc nhất: 7 W26_2011: ['+3.01%', '-2.72%', '-1.47%', '-2.35%', '-2.20%', '+1.35%', '-1.55%']..., số giá trị độc nhất: 7 W26_2012: ['+3.31%', '-3.34%', '-1.63%', '-0.77%', '-1.99%', '+0.09%', '-2.42%']..., số giá trị độc nhất: 7 W26_2013: ['-1.95%', '-4.33%', '-0.34%', '-5.33%', '-0.60%', '-4.34%', '-3.20%']..., số giá trị độc nhất: 7 W26_2014: ['+2.11%', '+2.15%', '+1.22%', '+3.20%', '+2.25%', '+1.89%', '+1.98%']..., số giá trị độc nhất: 7 W26_2015: ['+0.17%', '-0.46%', '-1.25%', '-1.35%', '-1.43%', '+4.22%', '-1.61%']..., số giá trị độc nhất: 7 W26_2016: ['+3.71%', '-0.65%', '+0.47%', '-0.63%', '+4.12%', '-0.75%', '-0.97%']..., số giá trị độc nhất: 7 W26_2017: ['+0.02%', '+0.12%', '+2.09%', '+2.51%', '-1.45%', '+1.65%', '+1.13%']..., số giá trị độc nhất: 7 W26_2018: ['-0.56%', '-1.22%', '-3.94%', '+2.07%', '-2.10%', '-2.84%', '-4.11%']..., số giá trị độc nhất: 7 W26_2019: ['+3.84%', '+3.08%', '-0.89%', '-1.78%', '-1.42%', '+0.33%', '-1.75%']..., số giá trị độc nhất: 7 W26_2020: ['-0.57%', '-1.73%', '-1.31%', '-2.93%', '+0.11%', '+0.23%', '-2.54%']..., số giá trị độc nhất: 7 W26_2021: ['-0.94%', '+2.93%', '-1.59%', '+0.06%', '+0.46%', '-1.53%', '+1.83%']..., số giá trị độc nhất: 7 W26_2022: ['-0.22%', '-0.45%', '-3.42%', '-17.25%', '-3.46%', '-0.40%', '+1.16%']..., số giá trị độc nhất: 7 W26_2023: ['+1.48%', '-1.45%', '+1.19%', '-0.41%', '+0.56%', '+0.17%', '-0.99%']..., số giá trị độc nhất: 7 W26_2024: ['-2.59%', '-8.18%', '-3.36%', '-8.13%', '-2.68%', '-1.28%', '-3.40%']..., số giá trị độc nhất: 7 W26_TRUNG BÌNH: ['+0.82%', '-1.13%', '-0.94%', '-2.33%', '-0.70%', '-0.18%', '-1.22%']..., số giá trị độc nhất: 7 W26_TRUNG VỊ: ['+0.17%', '-0.73%', '-1.25%', '-1.35%', '-1.42%', '+0.09%', '-1.61%']..., số giá trị độc nhất: 7 W27_2010: ['+0.25%', '-0.28%', '-1.06%', '+1.74%', '-1.61%', '-0.37%', '+0.61%']..., số giá trị độc nhất: 7 W27_2011: ['+2.19%', '-5.99%', '-2.34%', '-12.99%', '-4.00%', '-1.51%', '-1.47%']..., số giá trị độc nhất: 7 W27_2012: ['-3.67%', '-2.93%', '-1.31%', '-2.58%', '-1.13%', '-0.48%', '-1.63%']..., số giá trị độc nhất: 7 W27_2013: ['+1.80%', '+0.42%', '+0.28%', '+2.90%', '+1.03%', '+2.39%', '-1.18%']..., số giá trị độc nhất: 7 W27_2014: ['+0.26%', '+5.44%', '+2.46%', '+2.02%', '+3.05%', '+2.50%', '+1.09%']..., số giá trị độc nhất: 7 W27_2015: ['-0.86%', '+1.97%', '+2.13%', '+3.94%', '-1.03%', '+2.49%', '+11.93%']..., số giá trị độc nhất: 7 W27_2016: ['+5.63%', '+3.79%', '+3.29%', '+2.69%', '+1.27%', '+2.92%', '+1.20%']..., số giá trị độc nhất: 7 W27_2017: ['-1.71%', '-0.07%', '+1.30%', '+2.81%', '+0.31%', '-0.77%', '+0.13%']..., số giá trị độc nhất: 7 W27_2018: ['-2.45%', '-7.35%', '-4.51%', '-6.99%', '-5.58%', '-3.09%', '-7.14%']..., số giá trị độc nhất: 7 W27_2019: ['-2.76%', '-1.37%', '+2.29%', '-1.30%', '+2.01%', '+1.46%', '+2.93%']..., số giá trị độc nhất: 7 W27_2020: ['+1.27%', '-0.78%', '-0.51%', '-1.96%', '-0.15%', '+0.76%', '-1.40%']..., số giá trị độc nhất: 7 W27_2021: ['+0.74%', '+3.80%', '+2.14%', '-1.59%', '+2.48%', '+1.53%', '+3.44%']..., số giá trị độc nhất: 7 W27_2022: ['+1.17%', '+1.25%', '-0.85%', '-2.72%', '-0.06%', '+0.79%', '+3.32%']..., số giá trị độc nhất: 7 W27_2023: ['+0.81%', '+1.32%', '+4.68%', '+2.02%', '+2.79%', '-0.94%', '+1.83%']..., số giá trị độc nhất: 7 W27_2024: ['+2.54%', '+2.56%', '+2.53%', '+5.27%', '+4.74%', '+1.81%', '+4.01%']..., số giá trị độc nhất: 7 W27_TRUNG BÌNH: ['+0.35%', '+0.12%', '+0.70%', '-0.45%', '+0.27%', '+0.63%', '+1.18%']..., số giá trị độc nhất: 7 W27_TRUNG VỊ: ['+0.74%', '+0.42%', '+1.30%', '+1.74%', '+0.31%', '+0.79%', '+1.09%']..., số giá trị độc nhất: 7 W28_2010: ['-2.50%', '-2.94%', '-1.68%', '-1.73%', '-0.20%', '+0.62%', '-0.63%']..., số giá trị độc nhất: 7 W28_2011: ['+2.50%', '-0.93%', '-0.88%', '+3.57%', '+0.22%', '+4.80%', '-0.54%']..., số giá trị độc nhất: 7 W28_2012: ['+2.40%', '+2.52%', '+1.04%', '+0.99%', '+0.78%', '+0.02%', '+0.85%']..., số giá trị độc nhất: 7 W28_2013: ['+2.98%', '+1.34%', '+0.51%', '+2.53%', '+0.94%', '-0.04%', '+0.82%']..., số giá trị độc nhất: 7 W28_2014: ['+1.31%', '+0.99%', '-1.15%', '-0.23%', '-0.60%', '-1.21%', '-1.78%']..., số giá trị độc nhất: 7 W28_2015: ['+0.29%', '+1.41%', '-0.57%', '+0.90%', '+0.16%', '+1.14%', '+4.26%']..., số giá trị độc nhất: 7 W28_2016: ['+6.33%', '+4.01%', '+4.27%', '-2.57%', '+3.28%', '+1.91%', '+3.30%']..., số giá trị độc nhất: 7 W28_2017: ['+0.77%', '+0.81%', '-0.27%', '+0.62%', '-0.50%', '-0.11%', '-1.62%']..., số giá trị độc nhất: 7 W28_2018: ['-1.85%', '-2.47%', '-1.12%', '-4.83%', '-0.47%', '+0.50%', '-0.09%']..., số giá trị độc nhất: 7 W28_2019: ['+0.93%', '+0.52%', '-0.58%', '+1.52%', '+0.22%', '-0.10%', '+0.84%']..., số giá trị độc nhất: 7 W28_2020: ['+1.07%', '+1.43%', '+1.21%', '+2.40%', '+1.33%', '+4.66%', '+3.24%']..., số giá trị độc nhất: 7 W28_2021: ['-2.15%', '-5.98%', '-8.74%', '-19.30%', '-1.31%', '-2.13%', '-4.55%']..., số giá trị độc nhất: 7 W28_2022: ['+0.32%', '-0.18%', '-2.98%', '-16.05%', '-4.41%', '-1.79%', '+0.34%']..., số giá trị độc nhất: 7 W28_2023: ['+0.73%', '+4.28%', '+1.52%', '+4.71%', '+4.15%', '+4.79%', '+1.82%']..., số giá trị độc nhất: 7 W28_2024: ['+2.20%', '-1.11%', '+2.57%', '+4.06%', '+0.37%', '-3.23%', '-0.46%']..., số giá trị độc nhất: 7 W28_TRUNG BÌNH: ['+1.02%', '+0.25%', '-0.46%', '-1.56%', '+0.26%', '+0.66%', '+0.39%']..., số giá trị độc nhất: 7 W28_TRUNG VỊ: ['+0.93%', '+0.81%', '-0.57%', '+0.90%', '+0.22%', '+0.02%', '+0.34%']..., số giá trị độc nhất: 7 W29_2010: ['+1.03%', '+2.63%', '+1.59%', '+2.31%', '+2.72%', '+1.04%', '+2.10%']..., số giá trị độc nhất: 7 W29_2011: ['+0.73%', '-2.21%', '-2.18%', '-1.62%', '-0.03%', '-4.58%', '-0.70%']..., số giá trị độc nhất: 7 W29_2012: ['+0.50%', '+2.73%', '+1.33%', '+3.17%', '+2.29%', '-0.09%', '+2.66%']..., số giá trị độc nhất: 7 W29_2013: ['+2.91%', '+1.27%', '+2.28%', '+1.42%', '+1.11%', '+3.56%', '+0.37%']..., số giá trị độc nhất: 7 W29_2014: ['-0.07%', '+2.91%', '+3.69%', '+8.95%', '+7.25%', '+2.84%', '+1.60%']..., số giá trị độc nhất: 7 W29_2015: ['-0.83%', '-0.25%', '+2.54%', '-3.67%', '-0.82%', '+3.26%', '-0.44%']..., số giá trị độc nhất: 7 W29_2016: ['-8.29%', '-2.93%', '-4.39%', '-1.85%', '-1.16%', '-0.56%', '+4.87%']..., số giá trị độc nhất: 7 W29_2017: ['-2.98%', '-1.49%', '-3.11%', '-3.58%', '-2.70%', '+1.68%', '-3.63%']..., số giá trị độc nhất: 7 W29_2018: ['+1.62%', '+0.99%', '+2.67%', '+6.71%', '+4.39%', '+0.76%', '+5.60%']..., số giá trị độc nhất: 7 W29_2019: ['-1.04%', '+0.39%', '+0.23%', '-4.41%', '+1.75%', '-1.18%', '+3.56%']..., số giá trị độc nhất: 7 W29_2020: ['+1.99%', '+0.55%', '+1.45%', '+0.37%', '+0.60%', '-1.01%', '+0.65%']..., số giá trị độc nhất: 7 W29_2021: ['-1.62%', '-0.41%', '-0.66%', '+5.72%', '-2.29%', '+0.47%', '-5.83%']..., số giá trị độc nhất: 7 W29_2022: ['+1.65%', '+1.87%', '+4.25%', '+1.05%', '+0.12%', '-1.41%', '+0.48%']..., số giá trị độc nhất: 7 W29_2023: ['+2.12%', '-1.81%', '+1.92%', '+0.45%', '+2.50%', '+1.41%', '+1.37%']..., số giá trị độc nhất: 7 W29_2024: ['+2.61%', '-8.07%', '-3.94%', '-3.77%', '-0.07%', '-1.26%', '+1.66%']..., số giá trị độc nhất: 7 W29_TRUNG BÌNH: ['+0.02%', '-0.26%', '+0.51%', '+0.75%', '+1.04%', '+0.33%', '+0.95%']..., số giá trị độc nhất: 7 W29_TRUNG VỊ: ['+0.73%', '+0.39%', '+1.45%', '+0.45%', '+0.60%', '+0.47%', '+1.37%']..., số giá trị độc nhất: 7 W2_2010: ['+0.49%', '+7.35%', '+3.22%', '+4.18%', '+5.81%', '+3.31%']..., số giá trị độc nhất: 6 W2_2011: ['-1.94%', '-2.57%', '-2.94%', '+1.86%', '-0.01%', '-1.09%']..., số giá trị độc nhất: 6 W2_2012: ['+1.74%', '+0.00%', '+1.70%', '+4.55%', '+1.62%', '+7.08%', '+8.25%']..., số giá trị độc nhất: 7 W2_2013: ['+2.94%', '+1.20%', '+4.65%', '+8.85%', '+2.39%', '+13.71%', '+7.22%']..., số giá trị độc nhất: 7 W2_2014: ['+1.87%', '+3.02%', '+2.48%', '+10.20%', '+1.68%', '+1.45%']..., số giá trị độc nhất: 6 W2_2015: ['-0.85%', '+3.33%', '+2.80%', '-0.95%', '+0.67%', '+3.76%', '+8.79%']..., số giá trị độc nhất: 7 W2_2016: ['-3.14%', '-2.02%', '-3.64%', '-11.16%', '-3.91%', '-3.46%', '-5.11%']..., số giá trị độc nhất: 7 W2_2017: ['+1.45%', '-0.08%', '+1.93%', '+0.30%', '-0.22%', '+0.53%', '+0.87%']..., số giá trị độc nhất: 7 W2_2018: ['+2.34%', '-1.26%', '+3.56%', '+6.85%', '+4.45%', '+0.54%', '+5.57%']..., số giá trị độc nhất: 7 W2_2019: ['+0.80%', '+4.58%', '-0.08%', '+3.37%', '+1.49%', '+3.21%', '+1.89%']..., số giá trị độc nhất: 7 W2_2020: ['-3.34%', '-1.81%', '-2.29%', '-3.86%', '-1.04%', '+0.09%', '+2.37%']..., số giá trị độc nhất: 7 W2_2021: ['+2.91%', '+1.38%', '+1.96%', '+17.85%', '+3.08%', '+4.17%', '+8.31%']..., số giá trị độc nhất: 7 W2_2022: ['+2.05%', '+1.98%', '+0.91%', '+6.03%', '+4.78%', '-1.41%', '-0.36%']..., số giá trị độc nhất: 7 W2_2023: ['+0.32%', '-0.08%', '+0.98%', '+5.02%', '+0.84%', '+0.11%', '+1.37%']..., số giá trị độc nhất: 7 W2_2024: ['-1.41%', '-0.13%', '-2.42%', '-2.33%', '-2.04%', '-1.73%', '+2.79%']..., số giá trị độc nhất: 7 W2_2025: ['-2.04%', '-1.26%', '-3.57%', '-4.57%', '-2.05%', '-2.86%', '-1.22%']..., số giá trị độc nhất: 7 W2_TRUNG BÌNH: ['+0.26%', '+0.85%', '+0.60%', '+2.36%', '+1.11%', '+2.00%', '+2.78%']..., số giá trị độc nhất: 7 W2_TRUNG VỊ: ['+0.64%', '-0.04%', '+1.34%', '+1.93%', '+1.56%', '+0.54%', '+2.13%']..., số giá trị độc nhất: 7 W30_2010: ['+0.10%', '-2.85%', '-0.62%', '-2.28%', '-1.13%', '-0.82%', '-1.94%']..., số giá trị độc nhất: 7 W30_2011: ['-0.59%', '-1.49%', '-0.38%', '+4.01%', '+1.19%', '-2.43%', '+0.49%']..., số giá trị độc nhất: 7 W30_2012: ['+1.66%', '-5.49%', '-4.08%', '-4.39%', '-3.19%', '-1.79%', '-2.92%']..., số giá trị độc nhất: 7 W30_2013: ['+6.99%', '-2.52%', '-2.49%', '-3.22%', '-2.03%', '-1.24%', '-2.09%']..., số giá trị độc nhất: 7 W30_2014: ['+0.06%', '-1.46%', '-2.02%', '+2.54%', '-0.88%', '+0.79%', '-1.04%']..., số giá trị độc nhất: 7 W30_2015: ['+3.49%', '-0.31%', '+3.89%', '-0.81%', '-0.52%', '+2.76%', '-0.94%']..., số giá trị độc nhất: 7 W30_2016: ['+0.25%', '-0.17%', '-0.68%', '-3.50%', '-4.26%', '+2.89%', '-4.13%']..., số giá trị độc nhất: 7 W30_2017: ['+0.30%', '+1.14%', '+1.47%', '-0.48%', '+1.02%', '+1.18%', '+4.63%']..., số giá trị độc nhất: 7 W30_2018: ['+0.84%', '+0.73%', '+2.31%', '-0.62%', '+0.18%', '+1.63%', '-3.00%']..., số giá trị độc nhất: 7 W30_2019: ['-0.35%', '+1.73%', '+3.68%', '-1.19%', '+1.14%', '-0.17%', '-0.65%']..., số giá trị độc nhất: 7 W30_2020: ['-3.65%', '-4.51%', '-5.10%', '-7.33%', '-5.32%', '-5.12%', '-5.29%']..., số giá trị độc nhất: 7 W30_2021: ['+1.84%', '-1.20%', '-0.34%', '-2.62%', '-1.28%', '0.00%', '-4.48%']..., số giá trị độc nhất: 7 W30_2022: ['+1.44%', '+4.03%', '+0.66%', '+10.09%', '+3.64%', '+4.18%', '+0.86%']..., số giá trị độc nhất: 7 W30_2023: ['-1.30%', '+0.31%', '+0.55%', '+3.50%', '+1.62%', '+3.00%', '+1.98%']..., số giá trị độc nhất: 7 W30_2024: ['+0.81%', '+2.46%', '-3.00%', '-4.06%', '-2.60%', '+1.84%', '-2.68%']..., số giá trị độc nhất: 7 W30_TRUNG BÌNH: ['+0.79%', '-0.64%', '-0.41%', '-0.69%', '-0.83%', '+0.45%', '-1.41%']..., số giá trị độc nhất: 7 W30_TRUNG VỊ: ['+0.30%', '-0.31%', '-0.38%', '-1.19%', '-0.88%', '+0.79%', '-1.94%']..., số giá trị độc nhất: 7 W31_2010: ['-1.37%', '-2.42%', '-1.41%', '-2.55%', '-3.47%', '-0.15%', '-1.98%']..., số giá trị độc nhất: 7 W31_2011: ['+5.01%', '-3.44%', '-0.21%', '-2.78%', '+0.66%', '-0.01%', '-1.09%']..., số giá trị độc nhất: 7 W31_2012: ['-0.49%', '-0.32%', '-0.61%', '-0.52%', '+0.02%', '+5.18%', '-0.36%']..., số giá trị độc nhất: 7 W31_2013: ['+3.47%', '-0.08%', '+0.06%', '+1.78%', '+1.79%', '+0.14%', '-0.72%']..., số giá trị độc nhất: 7 W31_2014: ['-1.18%', '-1.22%', '-1.31%', '+1.65%', '-1.30%', '-0.63%', '-0.59%']..., số giá trị độc nhất: 7 W31_2015: ['-3.58%', '+0.13%', '-1.83%', '-1.43%', '-1.10%', '-1.77%', '-1.59%']..., số giá trị độc nhất: 7 W31_2016: ['+1.02%', '-0.51%', '+1.22%', '-3.15%', '-2.89%', '+0.52%', '+1.57%']..., số giá trị độc nhất: 7 W31_2017: ['+0.17%', '+0.84%', '-0.43%', '+9.10%', '+0.81%', '+2.01%']..., số giá trị độc nhất: 6 W31_2018: ['+0.98%', '+5.35%', '-0.35%', '+14.48%', '+3.64%', '-0.88%', '+2.97%']..., số giá trị độc nhất: 7 W31_2019: ['-1.02%', '-0.25%', '+1.61%', '-5.48%', '+0.41%', '-0.53%', '-0.59%']..., số giá trị độc nhất: 7 W31_2020: ['-0.52%', '-3.73%', '-2.11%', '-8.05%', '-4.74%', '-3.62%', '-4.73%']..., số giá trị độc nhất: 7 W31_2021: ['+2.51%', '+3.37%', '+4.38%', '+11.06%', '+2.62%', '+4.89%', '+3.90%']..., số giá trị độc nhất: 7 W31_2022: ['-0.93%', '+3.80%', '-0.62%', '-2.54%', '-1.27%', '+1.36%', '+2.04%']..., số giá trị độc nhất: 7 W31_2023: ['-1.81%', '+2.56%', '-1.07%', '+6.51%', '+0.15%', '+1.81%', '+1.34%']..., số giá trị độc nhất: 7 W31_2024: ['-1.37%', '-0.14%', '-1.56%', '-0.07%', '+0.08%', '+1.99%', '+0.47%']..., số giá trị độc nhất: 7 W31_TRUNG BÌNH: ['+0.06%', '+0.26%', '-0.28%', '+1.20%', '-0.30%', '+0.61%', '+0.18%']..., số giá trị độc nhất: 7 W31_TRUNG VỊ: ['-0.52%', '-0.14%', '-0.61%', '+0.08%', '+0.14%', '-0.36%']..., số giá trị độc nhất: 6 W32_2010: ['-1.41%', '-4.89%', '-1.93%', '-4.15%', '-3.28%', '-0.79%', '-3.52%']..., số giá trị độc nhất: 7 W32_2011: ['+0.03%', '-2.27%', '-1.60%', '+0.19%', '+3.73%', '+3.07%', '-2.53%']..., số giá trị độc nhất: 7 W32_2012: ['+2.78%', '+1.70%', '+2.62%', '+0.67%', '+1.52%', '+4.28%', '+1.83%']..., số giá trị độc nhất: 7 W32_2013: ['+0.55%', '-1.18%', '+1.76%', '+3.02%', '+2.33%', '+0.03%', '-0.73%']..., số giá trị độc nhất: 7 W32_2014: ['+1.95%', '+3.83%', '+0.59%', '+3.03%', '+2.43%', '+1.88%', '+0.62%']..., số giá trị độc nhất: 7 W32_2015: ['+0.48%', '+0.32%', '+1.21%', '-2.62%', '-1.01%', '-0.25%', '-6.10%']..., số giá trị độc nhất: 7 W32_2016: ['-4.39%', '-5.09%', '-4.53%', '+1.42%', '-4.60%', '-1.94%', '-4.36%']..., số giá trị độc nhất: 7 W32_2017: ['-1.88%', '-1.10%', '+0.25%', '-3.04%', '+0.23%', '-1.35%', '-3.28%']..., số giá trị độc nhất: 7 W32_2018: ['+1.02%', '+2.75%', '+1.33%', '+6.92%', '+1.14%', '+0.56%', '+4.41%']..., số giá trị độc nhất: 7 W32_2019: ['+2.95%', '+0.91%', '+3.31%', '-8.42%', '+1.70%', '-1.96%', '-1.37%']..., số giá trị độc nhất: 7 W32_2020: ['+1.87%', '+4.80%', '+6.49%', '+8.14%', '+4.98%', '+6.86%', '+6.17%']..., số giá trị độc nhất: 7 W32_2021: ['+1.74%', '+6.07%', '+3.19%', '+4.06%', '+3.02%', '+0.33%', '+1.76%']..., số giá trị độc nhất: 7 W32_2022: ['+0.16%', '+3.61%', '+4.66%', '+2.74%', '+2.79%', '+1.51%', '+4.83%']..., số giá trị độc nhất: 7 W32_2023: ['-0.81%', '-1.14%', '+0.21%', '+1.79%', '+0.06%', '-0.26%', '-0.13%']..., số giá trị độc nhất: 7 W32_2024: ['-0.98%', '-2.13%', '-2.05%', '+2.18%', '+1.13%', '+2.34%', '-1.85%']..., số giá trị độc nhất: 7 W32_TRUNG BÌNH: ['+0.27%', '+0.41%', '+1.03%', '+1.06%', '+1.08%', '+0.95%', '-0.28%']..., số giá trị độc nhất: 7 W32_TRUNG VỊ: ['+0.48%', '+0.32%', '+1.21%', '+1.79%', '+1.52%', '+0.33%', '-0.73%']..., số giá trị độc nhất: 7 W33_2010: ['+0.36%', '-9.86%', '-6.17%', '-5.23%', '-7.15%', '-2.70%', '-7.30%']..., số giá trị độc nhất: 7 W33_2011: ['-2.63%', '-4.96%', '-4.60%', '-8.73%', '-2.00%', '-2.55%', '-3.85%']..., số giá trị độc nhất: 7 W33_2012: ['+5.96%', '+0.04%', '+3.37%', '+4.10%', '+0.17%', '+2.14%', '+0.76%']..., số giá trị độc nhất: 7 W33_2013: ['-0.66%', '+1.73%', '+2.15%', '+3.81%', '+1.50%', '+1.29%', '+0.69%']..., số giá trị độc nhất: 7 W33_2014: ['-0.06%', '+1.37%', '+1.30%', '+4.90%', '+5.84%', '-0.52%', '-0.86%']..., số giá trị độc nhất: 7 W33_2015: ['-1.56%', '-0.50%', '-0.97%', '-7.77%', '-0.99%', '+0.78%', '-2.21%']..., số giá trị độc nhất: 7 W33_2016: ['+6.66%', '+4.12%', '+4.63%', '+11.37%', '+3.92%', '+5.21%', '+3.21%']..., số giá trị độc nhất: 7 W33_2017: ['+0.21%', '+1.22%', '+1.13%', '-1.64%', '+0.83%', '+0.57%', '-1.25%']..., số giá trị độc nhất: 7 W33_2018: ['-1.08%', '+1.33%', '+1.07%', '-9.85%', '+1.01%', '-0.04%']..., số giá trị độc nhất: 6 W33_2019: ['-2.60%', '-2.58%', '-1.29%', '-2.84%', '+0.13%', '-0.17%', '+1.29%']..., số giá trị độc nhất: 7 W33_2020: ['+1.31%', '+1.27%', '+1.67%', '+1.62%', '+2.63%', '+0.82%', '+1.53%']..., số giá trị độc nhất: 7 W33_2021: ['+1.51%', '+6.47%', '+2.16%', '-0.55%', '+2.21%', '+1.30%', '+1.32%']..., số giá trị độc nhất: 7 W33_2022: ['+0.11%', '+1.09%', '+2.27%', '+5.33%', '+1.06%', '+1.84%', '+0.36%']..., số giá trị độc nhất: 7 W33_2023: ['-2.62%', '-2.95%', '-4.83%', '-9.26%', '-3.78%']..., số giá trị độc nhất: 5 W33_2024: ['+0.86%', '+3.68%', '+2.41%', '+2.95%', '+3.04%', '+1.64%', '+2.28%']..., số giá trị độc nhất: 7 W33_TRUNG BÌNH: ['+0.39%', '+0.10%', '+0.29%', '-0.79%', '+0.49%', '+0.46%', '-0.52%']..., số giá trị độc nhất: 7 W33_TRUNG VỊ: ['+0.11%', '+1.22%', '+1.30%', '-0.55%', '+1.01%', '+0.82%', '+0.36%']..., số giá trị độc nhất: 7 W34_2010: ['+1.02%', '-0.38%', '+1.52%', '+1.45%', '-0.62%', '-1.49%', '+2.12%']..., số giá trị độc nhất: 7 W34_2011: ['+6.38%', '+3.56%', '+2.67%', '+1.97%', '+9.27%', '+4.14%', '+3.40%']..., số giá trị độc nhất: 7 W34_2012: ['-2.79%', '-8.34%', '-5.37%', '-5.39%', '-6.60%', '-9.31%']..., số giá trị độc nhất: 6 W34_2013: ['-3.21%', '-2.24%', '-1.61%', '-0.22%', '-0.90%', '-6.58%', '-3.20%']..., số giá trị độc nhất: 7 W34_2014: ['-0.44%', '+1.61%', '+2.81%', '+5.98%', '+1.15%', '+0.13%', '+1.42%']..., số giá trị độc nhất: 7 W34_2015: ['-7.18%', '-2.99%', '-1.93%', '-13.77%', '-2.67%', '-3.74%', '-4.73%']..., số giá trị độc nhất: 7 W34_2016: ['+2.28%', '+2.18%', '+1.54%', '+0.64%', '+2.02%', '+5.27%', '-1.39%']..., số giá trị độc nhất: 7 W34_2017: ['+1.87%', '+4.34%', '-0.83%', '-1.78%', '+0.31%', '+0.13%', '-0.11%']..., số giá trị độc nhất: 7 W34_2018: ['-2.83%', '+0.08%', '+1.37%', '+5.67%', '+3.14%', '+1.24%']..., số giá trị độc nhất: 6 W34_2019: ['+0.97%', '+0.29%', '+1.22%', '+0.48%', '-0.26%', '-0.12%', '+1.39%']..., số giá trị độc nhất: 7 W34_2020: ['+2.79%', '+0.85%', '+3.23%', '+2.37%', '+0.95%', '-0.53%', '+1.77%']..., số giá trị độc nhất: 7 W34_2021: ['+4.90%', '-0.54%', '+2.45%', '-4.23%', '-1.63%', '-0.68%', '-1.49%']..., số giá trị độc nhất: 7 W34_2022: ['-0.45%', '+1.28%', '-0.74%', '-2.34%', '+0.17%', '+2.24%', '+0.28%']..., số giá trị độc nhất: 7 W34_2023: ['+1.65%', '+0.20%', '+0.23%', '+3.62%', '+0.90%', '+2.53%', '+0.82%']..., số giá trị độc nhất: 7 W34_2024: ['+0.49%', '+3.12%', '+1.78%', '+1.18%', '+1.89%', '+1.05%', '+3.76%']..., số giá trị độc nhất: 7 W34_TRUNG BÌNH: ['+0.36%', '+0.20%', '+0.56%', '-0.29%', '-0.20%', '-0.26%']..., số giá trị độc nhất: 6 W34_TRUNG VỊ: ['+0.97%', '+0.29%', '+1.37%', '+0.64%', '+0.31%', '+0.13%', '+0.82%']..., số giá trị độc nhất: 7 W35_2010: ['-3.50%', '-11.48%', '-7.19%', '-8.65%', '-8.82%', '-5.14%', '-4.64%']..., số giá trị độc nhất: 7 W35_2011: ['-0.17%', '+2.69%', '+0.42%', '+2.77%', '+2.01%', '+0.95%', '-0.55%']..., số giá trị độc nhất: 7 W35_2012: ['+3.75%', '-2.27%', '+1.77%', '+2.99%', '+0.27%', '+1.84%', '-5.68%']..., số giá trị độc nhất: 7 W35_2013: ['-3.99%', '-1.55%', '-1.87%', '-1.23%', '-2.65%', '-2.08%', '-0.39%']..., số giá trị độc nhất: 7 W35_2014: ['+0.57%', '+2.11%', '+1.70%', '+4.17%', '+2.07%', '+0.99%', '+3.29%']..., số giá trị độc nhất: 7 W35_2015: ['-0.78%', '-0.15%', '+0.54%', '+10.95%', '+0.70%', '+0.41%', '+3.85%']..., số giá trị độc nhất: 7 W35_2016: ['-0.03%', '+1.50%', '+1.45%', '-2.24%', '-1.95%', '+0.37%', '+2.79%']..., số giá trị độc nhất: 7 W35_2017: ['-1.95%', '+4.65%', '+2.08%', '-2.66%', '+0.50%', '+1.72%', '+1.82%']..., số giá trị độc nhất: 7 W35_2018: ['+1.31%', '-0.05%', '+2.36%', '+1.80%', '-0.14%', '+1.36%', '+1.85%']..., số giá trị độc nhất: 7 W35_2019: ['+0.39%', '+0.34%', '-3.76%', '+1.49%', '-0.12%', '-0.38%', '-0.69%']..., số giá trị độc nhất: 7 W35_2020: ['+2.40%', '+3.49%', '+1.25%', '+3.03%', '+7.58%', '+2.98%', '+3.12%']..., số giá trị độc nhất: 7 W35_2021: ['+3.85%', '+3.00%', '-0.08%', '-2.70%', '+0.12%', '+1.43%', '-3.35%']..., số giá trị độc nhất: 7 W35_2022: ['+0.05%', '+1.91%', '+1.99%', '+3.13%', '+4.05%', '+0.32%', '+1.06%']..., số giá trị độc nhất: 7 W35_2023: ['+2.05%', '+1.75%', '+6.29%', '+7.15%', '+4.70%', '+3.30%', '+3.81%']..., số giá trị độc nhất: 7 W35_2024: ['+0.86%', '+0.50%', '-0.09%', '-0.07%', '-1.50%', '+0.48%', '-0.17%']..., số giá trị độc nhất: 7 W35_TRUNG BÌNH: ['+0.32%', '+0.43%', '+0.46%', '+1.33%', '+0.57%', '+0.41%']..., số giá trị độc nhất: 6 W35_TRUNG VỊ: ['+0.39%', '+1.50%', '+1.25%', '+1.80%', '+0.27%', '+0.95%', '+1.06%']..., số giá trị độc nhất: 7 W36_2010: ['+3.53%', '+12.50%', '+8.62%', '+11.82%', '+6.91%', '+4.69%', '+7.04%']..., số giá trị độc nhất: 7 W36_2011: ['+0.90%', '+8.70%', '+4.48%', '+8.39%', '+4.00%', '+7.98%', '+8.05%']..., số giá trị độc nhất: 7 W36_2012: ['+0.14%', '-1.00%', '+0.28%', '-0.66%', '-0.58%', '+2.68%', '-0.92%']..., số giá trị độc nhất: 7 W36_2013: ['+3.65%', '-1.08%', '+1.21%', '-0.17%', '+1.51%', '+3.39%', '-0.31%']..., số giá trị độc nhất: 7 W36_2014: ['+0.42%', '+2.08%', '+3.10%', '+0.69%', '+0.77%', '+0.10%', '+1.44%']..., số giá trị độc nhất: 7 W36_2015: ['-2.47%', '-2.26%', '-1.85%', '-5.81%', '+0.55%', '-2.13%', '-3.30%']..., số giá trị độc nhất: 7 W36_2016: ['+2.66%', '+2.50%', '+1.01%', '-3.55%', '-0.01%', '+4.12%', '-3.09%']..., số giá trị độc nhất: 7 W36_2017: ['-1.99%', '+0.46%', '+2.44%', '+0.62%', '-0.03%', '+3.12%', '-0.30%']..., số giá trị độc nhất: 7 W36_2018: ['-0.03%', '-2.43%', '-1.10%', '-2.01%', '-0.46%', '-0.88%', '-2.25%']..., số giá trị độc nhất: 7 W36_2019: ['-0.47%', '-2.84%', '-3.97%', '-4.07%', '-1.27%', '-1.10%', '-0.74%']..., số giá trị độc nhất: 7 W36_2020: ['-0.22%', '+2.83%', '+1.79%', '-0.04%', '+1.07%', '+3.16%', '+2.00%']..., số giá trị độc nhất: 7 W36_2021: ['+5.56%', '+1.46%', '+5.32%', '+7.44%', '+2.47%', '+0.72%', '+1.13%']..., số giá trị độc nhất: 7 W36_2022: ['-1.33%', '-0.25%', '+0.56%', '+2.40%', '-0.18%', '+1.02%', '-0.11%']..., số giá trị độc nhất: 7 W36_2023: ['+1.68%', '+1.54%', '+4.55%', '+8.92%', '+2.99%', '+1.44%', '+1.34%']..., số giá trị độc nhất: 7 W36_2024: ['+0.68%', '-1.33%', '-1.26%', '-3.24%', '-1.89%', '-0.19%', '-1.38%']..., số giá trị độc nhất: 7 W36_TRUNG BÌNH: ['+0.85%', '+1.39%', '+1.68%', '+1.38%', '+1.06%', '+1.87%', '+0.57%']..., số giá trị độc nhất: 7 W36_TRUNG VỊ: ['+0.42%', '+0.46%', '+1.21%', '-0.04%', '+0.55%', '+1.44%', '-0.30%']..., số giá trị độc nhất: 7 W37_2010: ['+0.30%', '+0.37%', '-0.33%', '-4.37%', '-1.38%', '+0.76%', '-2.08%']..., số giá trị độc nhất: 7 W37_2011: ['+0.94%', '+0.33%', '+2.94%', '+2.65%', '+4.96%', '+8.92%', '+2.84%']..., số giá trị độc nhất: 7 W37_2012: ['-0.50%', '-3.18%', '+0.33%', '+2.61%', '+0.53%', '+0.07%', '+0.11%']..., số giá trị độc nhất: 7 W37_2013: ['+1.25%', '+0.77%', '+1.13%', '+0.39%', '-0.56%', '-0.89%', '-1.57%']..., số giá trị độc nhất: 7 W37_2014: ['-1.26%', '+0.28%', '-2.31%', '+5.24%', '+2.21%', '-0.65%', '-1.24%']..., số giá trị độc nhất: 7 W37_2015: ['-0.33%', '+1.56%', '+1.03%', '-0.40%', '+0.24%', '-1.39%', '+4.89%']..., số giá trị độc nhất: 7 W37_2016: ['+3.49%', '+3.52%', '+1.13%', '+3.41%', '-0.46%', '-3.79%', '-0.04%']..., số giá trị độc nhất: 7 W37_2017: ['+1.55%', '+2.62%', '+1.80%', '+0.12%', '+2.12%', '-0.27%', '+0.44%']..., số giá trị độc nhất: 7 W37_2018: ['+0.46%', '+2.17%', '+0.85%', '+8.55%', '+2.83%', '+1.37%', '+2.37%']..., số giá trị độc nhất: 7 W37_2019: ['+1.11%', '-1.59%', '+0.58%', '-3.16%', '+3.22%', '+0.01%', '+3.35%']..., số giá trị độc nhất: 7 W37_2020: ['+1.78%', '+2.38%', '+0.86%', '+1.39%', '-0.25%', '-0.58%', '-2.12%']..., số giá trị độc nhất: 7 W37_2021: ['-4.07%', '+3.76%', '+2.43%', '-0.80%', '+3.37%', '+0.28%', '+1.66%']..., số giá trị độc nhất: 7 W37_2022: ['+0.07%', '-0.93%', '-1.20%', '-5.17%', '-2.72%', '+0.14%', '-4.62%']..., số giá trị độc nhất: 7 W37_2023: ['-1.03%', '-1.48%', '-1.40%', '+4.52%', '-0.75%', '-0.48%', '+0.61%']..., số giá trị độc nhất: 7 W37_2024: ['-0.47%', '-0.87%', '-0.44%', '+1.52%', '-1.64%', '-0.65%', '-1.45%']..., số giá trị độc nhất: 7 W37_TRUNG BÌNH: ['+0.22%', '+0.65%', '+0.49%', '+1.10%', '+0.78%', '+0.19%', '+0.21%']..., số giá trị độc nhất: 7 W37_TRUNG VỊ: ['+0.30%', '+0.37%', '+0.85%', '+1.39%', '+0.24%', '-0.27%', '+0.11%']..., số giá trị độc nhất: 7 W38_2010: ['-2.02%', '+0.78%', '+2.18%', '+4.45%', '-0.07%', '+1.25%', '+0.79%']..., số giá trị độc nhất: 7 W38_2011: ['-0.27%', '-1.09%', '-3.19%', '-7.77%', '-3.16%', '+3.74%', '-1.12%']..., số giá trị độc nhất: 7 W38_2012: ['+0.34%', '-3.65%', '-2.47%', '+1.41%', '-2.27%', '-1.04%', '-2.12%']..., số giá trị độc nhất: 7 W38_2013: ['-1.62%', '-4.33%', '+0.71%', '+3.40%', '+0.47%', '+0.51%', '+0.72%']..., số giá trị độc nhất: 7 W38_2014: ['-0.50%', '-0.74%', '-1.99%', '-2.33%', '+1.35%', '-1.12%', '-4.10%']..., số giá trị độc nhất: 7 W38_2015: ['+0.29%', '+0.03%', '-0.41%', '+1.33%', '+0.63%', '-0.23%', '-1.02%']..., số giá trị độc nhất: 7 W38_2016: ['-0.39%', '+1.08%', '-1.49%', '-6.74%', '-2.87%', '-3.65%', '-4.08%']..., số giá trị độc nhất: 7 W38_2017: ['-1.76%', '+5.68%', '+0.06%', '+0.60%', '-1.11%', '-0.86%', '+0.70%']..., số giá trị độc nhất: 7 W38_2018: ['+2.19%', '+3.63%', '+3.58%', '+5.65%', '+1.82%', '+1.07%', '+3.27%']..., số giá trị độc nhất: 7 W38_2019: ['-0.06%', '+2.35%', '+1.20%', '+6.62%', '+1.00%', '+1.71%', '+0.33%']..., số giá trị độc nhất: 7 W38_2020: ['+0.20%', '+1.73%', '+2.22%', '+3.15%', '+0.48%', '+0.82%', '+1.85%']..., số giá trị độc nhất: 7 W38_2021: ['-1.20%', '+0.29%', '+2.28%', '+9.18%', '+2.65%', '+4.86%', '+0.03%']..., số giá trị độc nhất: 7 W38_2022: ['-0.28%', '+0.32%', '-1.78%', '+0.74%', '-1.01%', '-0.89%', '-1.81%']..., số giá trị độc nhất: 7 W38_2023: ['-0.22%', '-0.63%', '-0.55%', '-5.85%', '-1.89%', '-2.81%', '-3.12%']..., số giá trị độc nhất: 7 W38_2024: ['+1.24%', '+1.35%', '+1.75%', '+4.12%', '+0.86%', '+1.26%', '+2.54%']..., số giá trị độc nhất: 7 W38_TRUNG BÌNH: ['-0.27%', '+0.45%', '+0.14%', '+1.20%', '-0.21%', '+0.31%', '-0.48%']..., số giá trị độc nhất: 7 W38_TRUNG VỊ: ['-0.27%', '+0.32%', '+0.06%', '+1.41%', '+0.47%', '+0.51%', '+0.03%']..., số giá trị độc nhất: 7 W39_2010: ['-0.58%', '-2.83%', '-1.96%', '-2.69%', '-1.10%', '-1.40%', '-1.23%']..., số giá trị độc nhất: 7 W39_2011: ['+1.45%', '-0.14%', '-0.12%', '+1.25%', '-3.69%', '-6.63%', '-2.41%']..., số giá trị độc nhất: 7 W39_2012: ['-0.08%', '-2.39%', '-2.36%', '-2.01%', '-1.08%', '+0.41%', '-2.70%']..., số giá trị độc nhất: 7 W39_2013: ['+1.46%', '+4.60%', '+2.09%', '+4.07%', '+3.15%', '+1.02%', '+1.32%']..., số giá trị độc nhất: 7 W39_2014: ['+0.73%', '+2.03%', '+0.82%', '-2.41%', '+2.98%', '-0.44%', '+0.48%']..., số giá trị độc nhất: 7 W39_2015: ['+0.72%', '+3.70%', '+2.01%', '-0.09%', '+1.87%', '+1.12%', '+0.57%']..., số giá trị độc nhất: 7 W39_2016: ['-1.58%', '-0.94%', '+1.82%', '+2.12%', '+2.61%', '+2.78%', '+3.27%']..., số giá trị độc nhất: 7 W39_2017: ['-2.35%', '+2.53%', '+0.96%', '+1.98%', '-1.53%', '+0.87%', '+0.15%']..., số giá trị độc nhất: 7 W39_2018: ['+3.41%', '+2.32%', '+1.65%', '+6.06%', '+1.17%', '+1.05%', '+0.08%']..., số giá trị độc nhất: 7 W39_2019: ['+2.11%', '+0.59%', '-0.77%', '-2.43%', '-0.01%', '+1.60%', '+1.59%']..., số giá trị độc nhất: 7 W39_2020: ['-1.03%', '+0.88%', '+0.67%', '+1.29%', '+1.79%', '+0.76%', '+2.55%']..., số giá trị độc nhất: 7 W39_2021: ['-1.35%', '-0.16%', '-2.10%', '-1.28%', '+0.48%', '+0.17%', '+1.40%']..., số giá trị độc nhất: 7 W39_2022: ['+0.11%', '-0.64%', '-2.33%', '-2.22%', '-2.17%', '-1.32%', '-3.28%']..., số giá trị độc nhất: 7 W39_2023: ['-2.26%', '-1.49%', '-4.93%', '+4.96%', '-1.80%', '-2.35%', '-2.77%']..., số giá trị độc nhất: 7 W39_2024: ['-0.40%', '-1.08%', '+1.15%', '+2.09%', '-0.57%', '+1.57%', '+3.20%']..., số giá trị độc nhất: 7 W39_TRUNG BÌNH: ['+0.02%', '+0.47%', '-0.23%', '+0.71%', '+0.14%', '-0.05%', '+0.15%']..., số giá trị độc nhất: 7 W39_TRUNG VỊ: ['-0.08%', '-0.14%', '+0.67%', '+1.25%', '-0.01%', '+0.76%', '+0.48%']..., số giá trị độc nhất: 7 W3_2010: ['-1.40%', '-5.61%', '-4.27%', '-6.36%', '-2.68%', '-3.29%', '-2.80%']..., số giá trị độc nhất: 7 W3_2011: ['-1.16%', '-2.36%', '-0.54%', '+1.65%', '+2.01%', '-1.25%', '+2.75%']..., số giá trị độc nhất: 7 W3_2012: ['+1.61%', '+4.59%', '+4.75%', '+5.34%', '+2.13%', '+4.42%', '+7.63%']..., số giá trị độc nhất: 7 W3_2013: ['-2.02%', '+3.98%', '+0.10%', '-1.15%', '+2.69%', '-4.58%', '-0.98%']..., số giá trị độc nhất: 7 W3_2014: ['+3.41%', '+1.44%', '+6.28%', '+7.30%', '+0.41%', '+3.81%', '+3.11%']..., số giá trị độc nhất: 7 W3_2015: ['-0.02%', '+0.64%', '-0.37%', '+0.56%', '+1.29%', '-0.76%', '+1.43%']..., số giá trị độc nhất: 7 W3_2016: ['-1.69%', '-0.81%', '-2.41%', '-3.62%', '+0.17%', '-4.22%', '-3.50%']..., số giá trị độc nhất: 7 W3_2017: ['+3.27%', '-1.67%', '-2.73%', '-3.22%', '-2.33%', '+1.51%', '+2.46%']..., số giá trị độc nhất: 7 W3_2018: ['-2.41%', '+0.45%', '+3.51%', '-0.98%', '+3.02%', '-1.46%', '+2.46%']..., số giá trị độc nhất: 7 W3_2019: ['+1.02%', '-2.00%', '-1.16%', '-1.82%', '-1.30%', '+0.00%', '+0.01%']..., số giá trị độc nhất: 7 W3_2020: ['+0.17%', '+0.30%', '+1.76%', '-4.10%', '+0.51%', '-0.99%', '+3.62%']..., số giá trị độc nhất: 7 W3_2021: ['+2.46%', '+1.92%', '+5.40%', '+13.95%', '+4.75%', '+1.80%', '+1.85%']..., số giá trị độc nhất: 7 W3_2022: ['-6.34%', '-3.11%', '-4.05%', '-6.72%', '-4.58%', '-2.74%', '+1.56%']..., số giá trị độc nhất: 7 W3_2023: ['+1.28%', '+2.74%', '+5.37%', '+7.79%', '+4.94%', '+2.71%', '+6.19%']..., số giá trị độc nhất: 7 W3_2024: ['+0.19%', '+1.75%', '+1.87%', '+2.59%', '+2.96%', '+1.07%', '+2.68%']..., số giá trị độc nhất: 7 W3_2025: ['+0.83%', '+4.81%', '+2.94%', '+2.62%', '+1.97%', '+1.02%', '+1.74%']..., số giá trị độc nhất: 7 W3_TRUNG BÌNH: ['-0.05%', '+0.44%', '+1.03%', '+0.86%', '+1.00%', '-0.18%', '+1.89%']..., số giá trị độc nhất: 7 W3_TRUNG VỊ: ['+0.18%', '+0.54%', '+0.93%', '-0.21%', '+1.63%', '-0.38%', '+2.16%']..., số giá trị độc nhất: 7 W40_2010: ['-2.76%', '-3.66%', '-2.35%', '-1.61%', '-2.65%', '+1.25%', '+0.99%']..., số giá trị độc nhất: 7 W40_2011: ['+5.25%', '-4.40%', '-1.89%', '-3.96%', '-2.79%', '-3.70%', '-2.15%']..., số giá trị độc nhất: 7 W40_2012: ['-1.62%', '-1.52%', '+0.64%', '+4.19%', '-0.47%', '-0.17%', '-2.66%']..., số giá trị độc nhất: 7 W40_2013: ['+2.08%', '+3.10%', '+0.59%', '+2.55%', '+1.46%', '+0.97%', '+3.97%']..., số giá trị độc nhất: 7 W40_2014: ['+4.17%', '+2.13%', '+1.80%', '+2.02%', '+3.49%', '+1.31%', '+1.94%']..., số giá trị độc nhất: 7 W40_2015: ['+0.48%', '+0.33%', '-1.10%', '-2.14%', '+1.27%', '-0.16%', '-2.61%']..., số giá trị độc nhất: 7 W40_2016: ['+2.93%', '+4.52%', '+2.26%', '+4.92%', '+0.82%', '+0.49%', '+2.55%']..., số giá trị độc nhất: 7 W40_2017: ['-1.79%', '-1.23%', '-0.71%', '-0.85%', '-1.03%', '+0.66%', '+1.59%']..., số giá trị độc nhất: 7 W40_2018: ['-1.64%', '-2.83%', '-1.49%', '-1.15%', '-0.94%', '-0.75%', '-0.30%']..., số giá trị độc nhất: 7 W40_2019: ['-2.09%', '-0.61%', '+0.20%', '-3.59%', '-1.92%', '-1.15%', '+0.23%']..., số giá trị độc nhất: 7 W40_2020: ['-0.72%', '+2.44%', '+2.00%', '+2.26%', '+0.22%', '+0.45%', '+0.70%']..., số giá trị độc nhất: 7 W40_2021: ['-1.47%', '-0.65%', '+2.08%', '+7.17%', '+0.38%', '-1.07%', '-4.02%']..., số giá trị độc nhất: 7 W40_2022: ['-0.85%', '-6.92%', '-7.47%', '-14.74%', '-7.19%', '-5.35%', '-4.09%']..., số giá trị độc nhất: 7 W40_2023: ['-0.10%', '-1.45%', '-0.49%', '-6.70%', '-3.32%', '-1.44%', '-2.72%']..., số giá trị độc nhất: 7 W40_2024: ['-0.93%', '-2.48%', '-1.59%', '-2.28%', '-1.40%', '-1.12%', '-0.94%']..., số giá trị độc nhất: 7 W40_TRUNG BÌNH: ['+0.06%', '-0.88%', '-0.50%', '-0.93%', '-0.94%', '-0.65%']..., số giá trị độc nhất: 6 W40_TRUNG VỊ: ['-0.85%', '-1.23%', '-0.49%', '-1.15%', '-0.94%', '-0.17%', '-0.30%']..., số giá trị độc nhất: 7 W41_2010: ['+0.22%', '-3.11%', '+0.56%', '+1.37%', '-3.38%', '+2.20%', '+1.53%']..., số giá trị độc nhất: 7 W41_2011: ['+1.68%', '-2.30%', '-0.39%', '-0.07%', '+2.86%', '-2.44%', '-2.53%']..., số giá trị độc nhất: 7 W41_2012: ['+1.81%', '+3.92%', '+1.13%', '+1.68%', '+2.62%', '+1.48%', '+1.59%']..., số giá trị độc nhất: 7 W41_2013: ['+3.42%', '+0.82%', '+0.38%', '+0.13%', '-0.29%', '-0.76%', '+0.87%']..., số giá trị độc nhất: 7 W41_2014: ['-0.97%', '+0.20%', '+0.32%', '+1.08%', '+2.46%', '+0.88%', '-1.02%']..., số giá trị độc nhất: 7 W41_2015: ['+1.50%', '+2.74%', '+0.83%', '+9.94%', '+3.11%', '+1.14%', '+6.81%']..., số giá trị độc nhất: 7 W41_2016: ['+0.28%', '+1.67%', '-3.29%', '+3.39%', '-0.71%', '-0.04%', '+0.44%']..., số giá trị độc nhất: 7 W41_2017: ['-0.63%', '+3.47%', '+0.99%', '+1.46%', '+0.13%', '+0.84%', '+1.03%']..., số giá trị độc nhất: 7 W41_2018: ['-2.80%', '-3.13%', '-2.60%', '-10.10%', '-3.59%', '-4.28%', '-4.75%']..., số giá trị độc nhất: 7 W41_2019: ['+1.20%', '+0.03%', '-0.27%', '+5.97%', '+0.15%', '-0.07%', '+1.23%']..., số giá trị độc nhất: 7 W41_2020: ['+1.90%', '-0.88%', '+4.36%', '+5.18%', '+0.70%', '+3.94%', '+1.21%']..., số giá trị độc nhất: 7 W41_2021: ['+1.35%', '+3.79%', '+3.69%', '+3.04%', '+3.28%', '+2.84%', '+1.67%']..., số giá trị độc nhất: 7 W41_2022: ['-2.82%', '-2.04%', '-12.66%', '-5.66%', '-9.40%', '-7.91%', '-11.84%']..., số giá trị độc nhất: 7 W41_2023: ['+1.94%', '+2.42%', '+3.50%', '+8.31%', '+3.24%', '+1.04%', '+2.08%']..., số giá trị độc nhất: 7 W41_2024: ['-0.11%', '+5.05%', '+1.81%', '+1.57%', '-0.67%', '+1.90%', '+0.90%']..., số giá trị độc nhất: 7 W41_TRUNG BÌNH: ['+0.53%', '+0.84%', '-0.11%', '+1.82%', '+0.03%', '+0.05%', '-0.05%']..., số giá trị độc nhất: 7 W41_TRUNG VỊ: ['+1.20%', '+0.82%', '+0.56%', '+1.57%', '+0.15%', '+0.88%', '+1.03%']..., số giá trị độc nhất: 7 W42_2010: ['-1.88%', '-2.59%', '-0.25%', '-0.92%', '-0.80%', '-0.46%', '+0.41%']..., số giá trị độc nhất: 7 W42_2011: ['+0.20%', '-3.62%', '-0.79%', '+0.36%', '-0.54%', '+0.41%', '-2.29%']..., số giá trị độc nhất: 7 W42_2012: ['-1.37%', '+0.09%', '+0.62%', '-2.00%', '-0.58%', '+4.73%', '-0.70%']..., số giá trị độc nhất: 7 W42_2013: ['-0.41%', '+4.11%', '+0.19%', '+2.01%', '+1.04%', '+0.69%', '+2.15%']..., số giá trị độc nhất: 7 W42_2014: ['-1.72%', '-3.76%', '-3.44%', '-9.73%', '-3.32%', '-2.74%', '-2.73%']..., số giá trị độc nhất: 7 W42_2015: ['-1.48%', '+1.86%', '+0.95%', '-1.98%', '+1.06%', '+2.29%', '+0.89%']..., số giá trị độc nhất: 7 W42_2016: ['-1.09%', '+2.55%', '+0.56%', '-1.75%', '+1.84%', '+1.46%', '-0.95%']..., số giá trị độc nhất: 7 W42_2017: ['+5.12%', '+3.83%', '-1.36%', '-0.27%', '+1.65%', '-0.41%', '+1.78%']..., số giá trị độc nhất: 7 W42_2018: ['-0.99%', '-0.25%', '-0.15%', '+0.45%', '-1.24%', '-0.71%', '-1.11%']..., số giá trị độc nhất: 7 W42_2019: ['+0.17%', '-0.01%', '-1.41%', '-2.46%', '-0.02%', '+0.58%', '+0.18%']..., số giá trị độc nhất: 7 W42_2020: ['-0.80%', '-1.15%', '+1.54%', '-1.01%', '-0.43%', '+1.65%', '+4.33%']..., số giá trị độc nhất: 7 W42_2021: ['-0.48%', '+1.71%', '+3.45%', '+8.69%', '+1.46%', '-0.22%', '+2.10%']..., số giá trị độc nhất: 7 W42_2022: ['-1.25%', '-0.30%', '+5.49%', '+2.88%', '+5.91%', '+0.17%', '+4.13%']..., số giá trị độc nhất: 7 W42_2023: ['-1.63%', '-2.99%', '-5.65%', '-2.65%', '-4.68%', '-2.93%', '-3.08%']..., số giá trị độc nhất: 7 W42_2024: ['-0.19%', '+1.22%', '-0.75%', '-4.39%', '-0.74%', '+1.43%', '+0.32%']..., số giá trị độc nhất: 7 W42_TRUNG BÌNH: ['-0.52%', '+0.05%', '-0.07%', '-0.85%', '+0.04%', '+0.39%', '+0.36%']..., số giá trị độc nhất: 7 W42_TRUNG VỊ: ['-0.99%', '-0.01%', '-0.15%', '-1.01%', '-0.43%', '+0.41%', '+0.32%']..., số giá trị độc nhất: 7 W43_2010: ['-2.62%', '-7.62%', '-3.90%', '-1.74%', '-6.02%', '+0.10%', '-4.16%']..., số giá trị độc nhất: 7 W43_2011: ['-0.36%', '-1.49%', '-0.86%', '-0.91%', '-4.40%', '+2.61%', '-0.77%']..., số giá trị độc nhất: 7 W43_2012: ['-2.48%', '-1.95%', '+0.39%', '-0.69%', '-0.63%', '-2.14%', '-0.70%']..., số giá trị độc nhất: 7 W43_2013: ['-2.43%', '+0.54%', '+0.58%', '-1.13%', '-0.09%', '+0.46%', '+0.14%']..., số giá trị độc nhất: 7 W43_2014: ['+0.36%', '-0.87%', '+0.82%', '+2.30%', '-0.25%', '+0.15%', '-0.46%']..., số giá trị độc nhất: 7 W43_2015: ['+0.36%', '+3.47%', '+0.78%', '+0.25%', '+2.50%', '+3.92%', '+0.50%']..., số giá trị độc nhất: 7 W43_2016: ['-5.42%', '+2.66%', '-0.67%', '-3.25%', '-0.80%', '+0.32%', '-0.38%']..., số giá trị độc nhất: 7 W43_2017: ['-2.07%', '+7.15%', '-1.27%', '-2.73%', '-1.01%', '+1.34%', '-0.07%']..., số giá trị độc nhất: 7 W43_2018: ['-0.98%', '-2.40%', '-3.77%', '-10.98%', '-6.90%', '-2.69%', '-7.31%']..., số giá trị độc nhất: 7 W43_2019: ['+0.13%', '+0.86%', '+2.36%', '+3.42%', '+0.32%', '+0.72%', '+1.05%']..., số giá trị độc nhất: 7 W43_2020: ['+0.18%', '+1.11%', '+2.10%', '+0.77%', '+0.63%', '+1.63%', '+1.65%']..., số giá trị độc nhất: 7 W43_2021: ['+0.65%', '+0.85%', '+0.81%', '+1.60%', '+0.03%', '-0.32%', '-1.02%']..., số giá trị độc nhất: 7 W43_2022: ['+0.77%', '-0.12%', '-7.95%', '-3.73%', '-5.23%', '+0.02%', '-3.79%']..., số giá trị độc nhất: 7 W43_2023: ['-4.17%', '-3.99%', '-4.65%', '-8.84%', '-4.28%', '-6.11%', '-1.87%']..., số giá trị độc nhất: 7 W43_2024: ['-2.02%', '+0.91%', '-3.58%', '-5.39%', '-1.25%', '-1.02%', '-3.01%']..., số giá trị độc nhất: 7 W43_TRUNG BÌNH: ['-1.34%', '-0.06%', '-1.25%', '-2.07%', '-1.82%', '-0.07%', '-1.35%']..., số giá trị độc nhất: 7 W43_TRUNG VỊ: ['-0.98%', '+0.54%', '-0.67%', '-1.13%', '-0.80%', '+0.15%', '-0.70%']..., số giá trị độc nhất: 7 W44_2010: ['+0.74%', '+1.01%', '+2.60%', '+1.43%', '+2.43%', '+0.90%', '+0.65%']..., số giá trị độc nhất: 7 W44_2011: ['-0.11%', '+1.97%', '+1.60%', '+3.51%', '-4.12%', '+1.51%', '+4.55%']..., số giá trị độc nhất: 7 W44_2012: ['-0.67%', '-3.09%', '-3.31%', '-4.12%', '-2.94%', '-5.46%', '-4.85%']..., số giá trị độc nhất: 7 W44_2013: ['-0.13%', '+0.87%', '+0.47%', '-2.83%', '-0.88%', '-1.35%']..., số giá trị độc nhất: 6 W44_2014: ['+1.25%', '+1.51%', '+0.43%', '+1.13%', '+0.93%', '+0.27%', '+3.11%']..., số giá trị độc nhất: 7 W44_2015: ['+2.04%', '+2.30%', '+0.77%', '-1.90%', '+3.75%', '+1.58%', '+0.13%']..., số giá trị độc nhất: 7 W44_2016: ['+0.02%', '+3.39%', '-0.34%', '-2.83%', '-0.78%', '+0.30%', '-1.48%']..., số giá trị độc nhất: 7 W44_2017: ['-3.75%', '+0.45%', '-2.52%', '+3.58%', '-4.80%', '+1.67%', '-0.84%']..., số giá trị độc nhất: 7 W44_2018: ['-0.44%', '+3.49%', '+1.98%', '+5.90%', '+2.87%', '+1.20%', '+3.42%']..., số giá trị độc nhất: 7 W44_2019: ['+0.43%', '+0.01%', '-1.45%', '-2.58%', '-0.20%', '+0.13%', '+0.80%']..., số giá trị độc nhất: 7 W44_2020: ['-0.92%', '-3.16%', '-1.96%', '-5.36%', '-2.75%', '-2.53%', '-6.72%']..., số giá trị độc nhất: 7 W44_2021: ['+3.13%', '+6.13%', '+2.50%', '+7.18%', '+4.56%', '+3.61%', '+3.02%']..., số giá trị độc nhất: 7 W44_2022: ['-0.90%', '-0.11%', '-1.80%', '-8.92%', '-2.93%', '+1.00%', '+4.94%']..., số giá trị độc nhất: 7 W44_2023: ['+0.71%', '+1.36%', '+2.04%', '-0.79%', '-1.47%', '+1.80%', '+1.71%']..., số giá trị độc nhất: 7 W44_2024: ['+0.56%', '+1.68%', '+0.46%', '-0.20%', '+0.09%', '-0.45%', '+0.85%']..., số giá trị độc nhất: 7 W44_TRUNG BÌNH: ['+0.13%', '+1.19%', '+0.10%', '-0.45%', '-0.42%', '+0.31%', '+0.53%']..., số giá trị độc nhất: 7 W44_TRUNG VỊ: ['+0.02%', '+1.36%', '+0.46%', '-0.79%', '-0.78%', '+0.90%', '+0.80%']..., số giá trị độc nhất: 7 W45_2010: ['-2.48%', '-0.40%', '+1.32%', '+4.04%', '-0.60%', '+1.16%', '+0.11%']..., số giá trị độc nhất: 7 W45_2011: ['+0.93%', '-5.08%', '-4.42%', '-7.54%', '-4.18%', '+1.69%', '-5.19%']..., số giá trị độc nhất: 7 W45_2012: ['-1.18%', '+0.27%', '+1.69%', '+3.73%', '+1.83%', '+5.09%', '+5.15%']..., số giá trị độc nhất: 7 W45_2013: ['-1.08%', '+4.00%', '+1.05%', '+1.39%', '+1.81%', '-0.42%', '+0.47%']..., số giá trị độc nhất: 7 W45_2014: ['+2.01%', '+1.79%', '+1.78%', '+0.57%', '+1.19%', '+2.06%', '-1.14%']..., số giá trị độc nhất: 7 W45_2015: ['-2.24%', '-1.53%', '-1.06%', '-1.83%', '-2.04%', '+5.21%', '-0.41%']..., số giá trị độc nhất: 7 W45_2016: ['-0.65%', '+0.05%', '-1.61%', '-8.29%', '-1.43%', '+2.26%', '-2.87%']..., số giá trị độc nhất: 7 W45_2017: ['+3.10%', '+1.41%', '+2.66%', '+5.07%', '+1.77%', '+3.40%', '+3.25%']..., số giá trị độc nhất: 7 W45_2018: ['+0.62%', '-0.95%', '-3.10%', '-4.15%', '-3.08%', '+0.57%', '-2.25%']..., số giá trị độc nhất: 7 W45_2019: ['+0.86%', '-1.02%', '+1.80%', '+2.47%', '+0.01%', '-0.67%', '+2.73%']..., số giá trị độc nhất: 7 W45_2020: ['+0.64%', '+2.39%', '+2.34%', '+3.53%', '+1.00%', '+2.18%']..., số giá trị độc nhất: 6 W45_2021: ['+0.77%', '+0.23%', '+0.32%', '-1.89%', '+3.08%', '+1.04%', '+3.29%']..., số giá trị độc nhất: 7 W45_2022: ['-1.06%', '-1.40%', '-6.96%', '-4.57%', '-7.10%', '-0.14%', '-0.84%']..., số giá trị độc nhất: 7 W45_2023: ['+1.03%', '+2.87%', '+4.65%', '+3.34%', '+2.65%', '+0.34%', '+1.53%']..., số giá trị độc nhất: 7 W45_2024: ['-0.96%', '+4.10%', '+0.96%', '+1.71%', '+0.45%', '+0.74%', '-0.88%']..., số giá trị độc nhất: 7 W45_TRUNG BÌNH: ['+0.02%', '+0.45%', '+0.10%', '-0.16%', '-0.31%', '+1.63%', '+0.34%']..., số giá trị độc nhất: 7 W45_TRUNG VỊ: ['+0.62%', '+0.23%', '+1.05%', '+1.39%', '+0.45%', '+1.16%', '+0.11%']..., số giá trị độc nhất: 7 W46_2010: ['-2.03%', '-8.85%', '-5.88%', '+0.03%', '-6.27%', '-1.03%', '-4.08%']..., số giá trị độc nhất: 7 W46_2011: ['+0.47%', '-5.45%', '-4.74%', '-1.41%', '-3.23%', '-2.47%', '-4.70%']..., số giá trị độc nhất: 7 W46_2012: ['+0.71%', '+1.72%', '+0.06%', '-0.06%', '+0.10%', '+0.36%', '-0.04%']..., số giá trị độc nhất: 7 W46_2013: ['+1.88%', '+1.13%', '+1.34%', '+1.92%', '+0.15%', '-0.21%']..., số giá trị độc nhất: 6 W46_2014: ['+2.11%', '+1.71%', '+0.01%', '-1.44%', '+1.49%', '-1.17%', '+0.15%']..., số giá trị độc nhất: 7 W46_2015: ['+0.63%', '+0.77%', '+0.91%', '-5.54%', '+2.32%', '+2.67%', '-0.89%']..., số giá trị độc nhất: 7 W46_2016: ['-0.16%', '+5.22%', '+4.16%', '+1.72%', '+2.43%', '+0.48%', '+0.85%']..., số giá trị độc nhất: 7 W46_2017: ['+3.69%', '+3.11%', '+1.87%', '+1.86%', '-0.25%', '+2.39%', '+2.16%']..., số giá trị độc nhất: 7 W46_2018: ['-0.74%', '+0.45%', '-1.34%', '+3.24%', '+0.30%', '+1.22%', '-1.13%']..., số giá trị độc nhất: 7 W46_2019: ['+1.20%', '-0.28%', '-0.48%', '+1.43%', '-0.68%', '-3.22%', '-1.18%']..., số giá trị độc nhất: 7 W46_2020: ['+0.80%', '+5.96%', '+5.09%', '+4.24%', '+2.38%', '+0.70%', '+3.88%']..., số giá trị độc nhất: 7 W46_2021: ['+1.43%', '+2.30%', '+1.47%', '+3.22%', '+6.44%', '+1.24%', '+0.22%']..., số giá trị độc nhất: 7 W46_2022: ['-3.70%', '-1.14%', '-11.86%', '-12.68%', '-5.74%', '-2.14%', '-2.89%']..., số giá trị độc nhất: 7 W46_2023: ['-0.22%', '+1.47%', '+0.73%', '+0.36%', '+1.37%', '+1.83%', '+0.26%']..., số giá trị độc nhất: 7 W46_2024: ['-1.25%', '+0.11%', '-2.48%', '-10.87%', '-3.82%', '+0.34%', '-3.77%']..., số giá trị độc nhất: 7 W46_TRUNG BÌNH: ['+0.32%', '+0.55%', '-0.74%', '-0.93%', '-0.12%', '+0.09%', '-0.76%']..., số giá trị độc nhất: 7 W46_TRUNG VỊ: ['+0.63%', '+1.13%', '+0.06%', '+0.36%', '+0.30%', '-0.21%']..., số giá trị độc nhất: 6 W47_2010: ['-0.60%', '-1.52%', '-1.95%', '-7.48%', '-3.12%', '-1.39%', '-5.12%']..., số giá trị độc nhất: 7 W47_2011: ['-5.37%', '-4.68%', '-3.43%', '-0.71%', '-4.08%', '-4.60%', '-0.23%']..., số giá trị độc nhất: 7 W47_2012: ['+1.47%', '-0.32%', '+0.20%', '-0.77%', '+0.74%', '-1.17%', '-1.32%']..., số giá trị độc nhất: 7 W47_2013: ['-0.67%', '+2.70%', '+1.35%', '+3.63%', '+0.23%', '-0.07%', '-0.12%']..., số giá trị độc nhất: 7 W47_2014: ['-0.36%', '-1.09%', '-0.78%', '-4.26%', '+0.70%', '-2.29%', '-1.02%']..., số giá trị độc nhất: 7 W47_2015: ['+1.12%', '+1.26%', '+0.90%', '-0.20%', '-0.78%', '-2.63%', '-1.48%']..., số giá trị độc nhất: 7 W47_2016: ['+0.22%', '+5.11%', '-1.94%', '+0.09%', '-0.99%', '-2.73%', '-2.11%']..., số giá trị độc nhất: 7 W47_2017: ['+2.86%', '+1.82%', '+1.27%', '+8.85%', '+3.73%', '+5.51%', '+6.19%']..., số giá trị độc nhất: 7 W47_2018: ['-0.62%', '+0.65%', '+1.08%', '-1.46%', '+1.75%', '+0.79%', '+1.48%']..., số giá trị độc nhất: 7 W47_2019: ['-0.74%', '-2.61%', '-0.70%', '-3.18%', '-2.40%', '-3.04%', '-4.08%']..., số giá trị độc nhất: 7 W47_2020: ['+0.46%', '+3.78%', '+7.24%', '+8.25%', '+1.91%', '+1.89%', '+3.34%']..., số giá trị độc nhất: 7 W47_2021: ['-0.14%', '+0.19%', '-6.33%', '-11.30%', '+2.40%', '-2.11%', '+1.42%']..., số giá trị độc nhất: 7 W47_2022: ['+2.98%', '+0.83%', '+3.98%', '-10.16%', '-0.42%', '+0.44%', '+1.06%']..., số giá trị độc nhất: 7 W47_2023: ['-1.95%', '-0.54%', '+0.01%', '+1.31%', '-1.15%', '-1.94%', '-0.24%']..., số giá trị độc nhất: 7 W47_2024: ['+1.78%', '+0.76%', '+0.12%', '+2.57%', '+0.15%', '+0.47%', '+1.46%']..., số giá trị độc nhất: 7 W47_TRUNG BÌNH: ['+0.03%', '+0.42%', '+0.07%', '-0.99%', '-0.09%', '-0.86%', '-0.05%']..., số giá trị độc nhất: 7 W47_TRUNG VỊ: ['-0.14%', '+0.65%', '+0.12%', '-0.71%', '+0.15%', '-1.39%', '-0.23%']..., số giá trị độc nhất: 7 W48_2010: ['-2.52%', '+3.45%', '+2.38%', '+4.84%', '+3.57%', '+3.14%', '+3.39%']..., số giá trị độc nhất: 7 W48_2011: ['-1.89%', '-2.94%', '-0.32%', '-0.99%', '+1.18%', '+1.55%', '+0.17%']..., số giá trị độc nhất: 7 W48_2012: ['-0.59%', '-0.93%', '-0.27%', '-1.21%', '-0.22%', '-1.44%', '-0.49%']..., số giá trị độc nhất: 7 W48_2013: ['+1.31%', '+1.06%', '+0.51%', '+2.00%', '+2.64%', '+1.21%', '+0.48%']..., số giá trị độc nhất: 7 W48_2014: ['-1.47%', '+1.18%', '-1.30%', '-12.92%', '-3.00%', '-1.31%', '-1.20%']..., số giá trị độc nhất: 7 W48_2015: ['-1.90%', '-0.67%', '-2.15%', '-2.51%', '+0.98%', '-3.75%', '-5.21%']..., số giá trị độc nhất: 7 W48_2016: ['+1.49%', '+13.11%', '-0.33%', '+1.30%', '+0.20%', '+0.09%', '+0.97%']..., số giá trị độc nhất: 7 W48_2017: ['+1.45%', '+3.43%', '+3.50%', '+0.86%', '+3.92%', '+4.80%', '+2.47%']..., số giá trị độc nhất: 7 W48_2018: ['-0.44%', '+2.09%', '-2.34%', '+1.05%', '-0.32%', '+2.96%', '+0.20%']..., số giá trị độc nhất: 7 W48_2019: ['+1.52%', '-1.83%', '-0.15%', '-2.07%', '-1.29%', '-1.05%', '-0.54%']..., số giá trị độc nhất: 7 W48_2020: ['+1.19%', '+0.42%', '+1.72%', '+1.04%', '+2.38%', '+1.55%', '+2.22%']..., số giá trị độc nhất: 7 W48_2021: ['+0.35%', '+0.52%', '+0.64%', '-5.51%', '-2.34%', '+1.40%', '+6.09%']..., số giá trị độc nhất: 7 W48_2022: ['+2.28%', '+5.20%', '+2.49%', '+3.87%', '+0.62%', '+2.58%', '+1.85%']..., số giá trị độc nhất: 7 W48_2023: ['+1.06%', '+0.91%', '+1.78%', '+2.40%', '+1.00%', '+1.96%', '-0.21%']..., số giá trị độc nhất: 7 W48_2024: ['+3.16%', '+2.24%', '+1.73%', '+2.75%', '+2.03%', '+1.90%', '+1.93%']..., số giá trị độc nhất: 7 W48_TRUNG BÌNH: ['+0.33%', '+1.82%', '+0.53%', '-0.34%', '+0.76%', '+1.04%', '+0.81%']..., số giá trị độc nhất: 7 W48_TRUNG VỊ: ['+1.06%', '+0.51%', '+1.04%', '+0.98%', '+1.55%', '+0.48%']..., số giá trị độc nhất: 6 W49_2010: ['+1.74%', '+14.79%', '+5.70%', '+8.84%', '+9.70%', '+0.34%', '+7.30%']..., số giá trị độc nhất: 7 W49_2011: ['-2.91%', '-1.06%', '-1.21%', '-2.42%', '+2.47%', '+0.12%', '-2.59%']..., số giá trị độc nhất: 7 W49_2012: ['+2.15%', '+2.85%', '+0.94%', '+1.14%', '+1.21%', '+3.58%', '+3.51%']..., số giá trị độc nhất: 7 W49_2013: ['+4.19%', '+3.39%', '-0.26%', '-0.13%', '+1.92%', '-0.67%', '-0.55%']..., số giá trị độc nhất: 7 W49_2014: ['-1.02%', '+0.70%', '+2.92%', '-0.06%', '+2.79%', '+0.52%', '+5.05%']..., số giá trị độc nhất: 7 W49_2015: ['-1.44%', '-1.22%', '+0.07%', '-3.11%', '-1.25%', '-3.49%']..., số giá trị độc nhất: 6 W49_2016: ['-1.43%', '-0.97%', '-0.93%', '-0.25%', '-0.27%', '-0.98%', '-2.16%']..., số giá trị độc nhất: 7 W49_2017: ['+0.04%', '-2.07%', '+0.38%', '-0.13%', '-0.37%', '-2.61%', '-1.66%']..., số giá trị độc nhất: 7 W49_2018: ['+2.52%', '+2.68%', '+2.20%', '+4.04%', '+3.44%', '+4.96%']..., số giá trị độc nhất: 6 W49_2019: ['+0.86%', '+0.26%', '-1.44%', '-2.49%', '+0.17%', '-2.04%', '-0.93%']..., số giá trị độc nhất: 7 W49_2020: ['+0.72%', '+2.55%', '+2.47%', '+5.40%', '-0.38%', '+1.85%', '+0.67%']..., số giá trị độc nhất: 7 W49_2021: ['+6.83%', '-1.51%', '-1.82%', '+0.42%', '-2.78%', '-3.37%', '-6.56%']..., số giá trị độc nhất: 7 W49_2022: ['+4.99%', '+7.94%', '+15.59%', '+19.19%', '+12.35%', '+5.10%', '+12.12%']..., số giá trị độc nhất: 7 W49_2023: ['-0.90%', '+0.28%', '+1.97%', '+0.40%', '+3.21%', '+2.13%', '+2.18%']..., số giá trị độc nhất: 7 W49_2024: ['+1.96%', '-1.48%', '+2.67%', '+5.78%', '+1.44%', '+0.59%', '+1.76%']..., số giá trị độc nhất: 7 W49_TRUNG BÌNH: ['+1.22%', '+1.81%', '+1.95%', '+2.44%', '+2.24%', '+0.54%', '+1.31%']..., số giá trị độc nhất: 7 W49_TRUNG VỊ: ['+0.86%', '+0.28%', '+0.94%', '+0.40%', '+1.44%', '+0.34%', '+0.67%']..., số giá trị độc nhất: 7 W4_2010: ['-4.38%', '-9.39%', '-8.25%', '-6.23%', '-8.36%', '-2.25%', '-5.69%']..., số giá trị độc nhất: 7 W4_2011: ['-0.35%', '-1.51%', '+3.07%', '+2.80%', '-4.13%', '+11.38%', '+8.00%']..., số giá trị độc nhất: 7 W4_2013: ['+2.08%', '+0.57%', '+2.11%', '+0.21%', '-0.09%', '+2.16%', '+2.61%']..., số giá trị độc nhất: 7 W4_2014: ['-0.03%', '+1.60%', '-0.63%', '+7.58%', '+1.65%', '+2.26%', '+3.95%']..., số giá trị độc nhất: 7 W4_2015: ['-1.31%', '-0.62%', '-0.66%', '+0.39%', '+1.04%', '-0.95%', '+4.00%']..., số giá trị độc nhất: 7 W4_2016: ['-1.02%', '-0.18%', '-0.90%', '-9.45%', '-2.70%', '-3.86%', '-5.49%']..., số giá trị độc nhất: 7 W4_2017: ['+1.74%', '+2.25%', '+0.71%', '+3.71%', '+0.96%', '+1.07%', '+2.48%']..., số giá trị độc nhất: 7 W4_2018: ['+3.62%', '+3.28%', '+8.16%', '+13.60%', '+5.43%', '+6.77%', '+14.02%']..., số giá trị độc nhất: 7 W4_2019: ['+0.10%', '+2.86%', '-0.34%', '-3.88%', '+0.08%', '+0.81%', '+2.69%']..., số giá trị độc nhất: 7 W4_2020: ['+0.75%', '+0.89%', '+3.35%', '+13.11%', '+1.93%', '+0.16%', '+1.80%']..., số giá trị độc nhất: 7 W4_2021: ['-1.61%', '+0.25%', '-0.39%', '-3.93%', '+0.31%', '-2.59%', '-3.81%']..., số giá trị độc nhất: 7 W4_2022: ['-2.55%', '-6.07%', '-5.48%', '+4.86%', '-2.73%', '+0.14%', '+0.48%']..., số giá trị độc nhất: 7 W4_2023: ['+1.31%', '+1.28%', '+1.62%', '+5.00%', '+1.72%', '+0.85%', '-0.15%']..., số giá trị độc nhất: 7 W4_2024: ['-0.38%', '+4.01%', '+0.61%', '+2.17%', '-0.06%', '-1.01%', '-0.28%']..., số giá trị độc nhất: 7 W4_2025: ['-0.30%', '+1.16%', '+0.61%', '-3.56%', '+2.79%', '+0.27%', '+2.09%']..., số giá trị độc nhất: 7 W4_TRUNG BÌNH: ['-0.16%', '+0.02%', '+0.24%', '+1.76%', '-0.14%', '+1.01%', '+1.78%']..., số giá trị độc nhất: 7 W4_TRUNG VỊ: ['-0.30%', '+0.89%', '+0.61%', '+2.17%', '+0.31%', '+0.27%', '+2.09%']..., số giá trị độc nhất: 7 W50_2010: ['-0.63%', '-1.63%', '-0.06%', '+1.56%', '+1.74%', '+1.04%']..., số giá trị độc nhất: 6 W50_2011: ['+0.35%', '-0.58%', '-0.82%', '-4.45%', '-0.91%', '-2.35%', '-1.39%']..., số giá trị độc nhất: 7 W50_2012: ['+1.44%', '+3.73%', '+1.48%', '+2.21%', '+1.43%', '+0.32%', '+5.19%']..., số giá trị độc nhất: 7 W50_2013: ['+0.73%', '-0.42%', '-0.94%', '-1.16%', '-0.29%', '+0.87%', '-1.98%']..., số giá trị độc nhất: 7 W50_2014: ['-2.35%', '-3.54%', '-1.38%', '-16.98%', '-1.11%', '-1.15%', '-1.23%']..., số giá trị độc nhất: 7 W50_2015: ['-2.20%', '+0.34%', '-0.05%', '-7.23%', '-1.20%', '-0.46%', '-1.24%']..., số giá trị độc nhất: 7 W50_2016: ['-0.80%', '-1.22%', '-1.25%', '-6.30%', '-2.79%', '+9.51%', '-1.58%']..., số giá trị độc nhất: 7 W50_2017: ['+0.94%', '-0.39%', '+1.47%', '+7.67%', '+0.37%', '+1.96%', '-3.06%']..., số giá trị độc nhất: 7 W50_2018: ['-0.70%', '+0.61%', '-0.49%', '+1.59%', '+0.21%', '+1.12%', '-1.46%']..., số giá trị độc nhất: 7 W50_2019: ['+0.76%', '+0.17%', '+0.54%', '-1.93%', '+0.15%', '-1.61%', '+2.40%']..., số giá trị độc nhất: 7 W50_2020: ['+3.02%', '+2.44%', '+2.50%', '+8.80%', '+2.63%', '+1.37%', '+4.75%']..., số giá trị độc nhất: 7 W50_2021: ['+2.50%', '-0.07%', '+0.34%', '+3.93%', '+0.38%', '+1.27%', '+1.66%']..., số giá trị độc nhất: 7 W50_2022: ['+0.82%', '+0.98%', '+0.50%', '-5.54%', '-0.99%', '-2.34%', '-2.86%']..., số giá trị độc nhất: 7 W50_2023: ['-0.38%', '-1.36%', '-2.42%', '-3.14%', '-2.72%', '-1.71%', '-1.89%']..., số giá trị độc nhất: 7 W50_2024: ['+0.21%', '-0.29%', '-0.61%', '+6.80%', '-1.01%', '+1.00%', '-0.30%']..., số giá trị độc nhất: 7 W50_TRUNG BÌNH: ['+0.25%', '-0.08%', '-0.94%', '-0.27%', '+0.48%', '-0.13%']..., số giá trị độc nhất: 6 W50_TRUNG VỊ: ['+0.35%', '-0.29%', '-0.06%', '-1.16%', '+0.32%', '-1.24%']..., số giá trị độc nhất: 6 W51_2010: ['+1.45%', '-1.11%', '+1.87%', '+0.64%', '-1.02%', '+1.13%', '+10.22%']..., số giá trị độc nhất: 7 W51_2011: ['+0.47%', '-2.68%', '-2.54%', '+2.12%', '+1.43%', '-9.69%', '-3.90%']..., số giá trị độc nhất: 7 W51_2012: ['+0.41%', '+0.66%', '+2.84%', '+3.63%', '+1.25%', '+0.18%', '+0.92%']..., số giá trị độc nhất: 7 W51_2013: ['-1.06%', '+2.18%', '+0.44%', '+2.35%', '+1.11%', '+0.49%', '-0.34%']..., số giá trị độc nhất: 7 W51_2014: ['-1.85%', '-5.21%', '-5.07%', '-2.86%', '-3.94%', '-5.54%', '-6.44%']..., số giá trị độc nhất: 7 W51_2015: ['+1.66%', '+1.02%', '+0.42%', '-6.24%', '-0.47%', '+2.11%', '+1.22%']..., số giá trị độc nhất: 7 W51_2016: ['-2.84%', '+8.45%', '+1.19%', '+0.42%', '-0.28%', '+13.00%', '-0.22%']..., số giá trị độc nhất: 7 W51_2017: ['+0.97%', '+5.85%', '+1.36%', '+8.33%', '+2.16%', '-4.06%', '+4.18%']..., số giá trị độc nhất: 7 W51_2018: ['-2.47%', '-1.03%', '-2.94%', '-6.25%', '-3.40%', '-4.38%', '-3.61%']..., số giá trị độc nhất: 7 W51_2019: ['+0.85%', '-0.80%', '-2.75%', '-4.70%', '-0.09%', '+0.08%', '-0.10%']..., số giá trị độc nhất: 7 W51_2020: ['+1.88%', '+3.44%', '+4.72%', '+9.23%', '+1.58%', '+0.08%', '+4.16%']..., số giá trị độc nhất: 7 W51_2021: ['+3.03%', '+0.41%', '+1.18%', '+2.40%', '+2.30%', '+0.89%', '-1.04%']..., số giá trị độc nhất: 7 W51_2022: ['+0.97%', '+1.96%', '+4.15%', '+3.89%', '+1.82%', '-0.93%', '+2.40%']..., số giá trị độc nhất: 7 W51_2023: ['-0.40%', '+0.76%', '+1.08%', '+0.92%', '+0.83%', '+0.67%', '0.00%']..., số giá trị độc nhất: 7 W51_2024: ['+0.91%', '+4.32%', '-0.12%', '+1.40%', '+1.19%', '+1.57%', '-0.89%']..., số giá trị độc nhất: 7 W51_TRUNG BÌNH: ['+0.27%', '+1.22%', '+0.39%', '+1.02%', '+0.30%', '-0.29%', '+0.44%']..., số giá trị độc nhất: 7 W51_TRUNG VỊ: ['+0.85%', '+0.76%', '+1.08%', '+1.40%', '+1.11%', '+0.18%', '-0.10%']..., số giá trị độc nhất: 7 W52_2010: ['-0.05%', '-5.19%', '-2.84%', '-1.93%', '-0.85%', '+0.67%', '-5.90%']..., số giá trị độc nhất: 7 W52_2011: ['-3.30%', '-4.05%', '-4.69%', '-8.27%', '-1.44%', '-2.71%', '-2.72%']..., số giá trị độc nhất: 7 W52_2012: ['+5.30%', '+6.96%', '+2.35%', '+3.13%', '+4.27%', '+3.78%', '+5.67%']..., số giá trị độc nhất: 7 W52_2013: ['+0.15%', '+0.05%', '+1.17%', '+2.85%', '+1.38%', '-2.20%', '-0.98%']..., số giá trị độc nhất: 7 W52_2014: ['+0.82%', '-2.46%', '+1.60%', '+3.51%', '+0.57%', '+1.63%', '+2.99%']..., số giá trị độc nhất: 7 W52_2015: ['-0.79%', '-0.32%', '-0.35%', '+2.82%', '-1.79%', '-0.36%', '-0.24%']..., số giá trị độc nhất: 7 W52_2016: ['+0.28%', '-1.96%', '+0.67%', '-3.13%', '-0.14%', '-7.00%', '+0.99%']..., số giá trị độc nhất: 7 W52_2017: ['+0.33%', '+10.24%', '+2.54%', '+4.78%', '+3.23%', '+1.26%', '+5.65%']..., số giá trị độc nhất: 7 W52_2018: ['+1.07%', '+3.37%', '-0.29%', '-6.85%', '-1.75%', '+1.62%', '-2.58%']..., số giá trị độc nhất: 7 W52_2019: ['-0.18%', '+0.52%', '-0.10%', '+0.98%', '+1.10%', '-0.41%', '+2.40%']..., số giá trị độc nhất: 7 W52_2020: ['+2.88%', '+1.16%', '+6.41%', '+5.61%', '+2.70%', '-0.15%', '+1.97%']..., số giá trị độc nhất: 7 W52_2021: ['-3.11%', '-1.19%', '-0.74%', '+2.68%', '-0.96%', '+1.87%', '+0.39%']..., số giá trị độc nhất: 7 W52_2022: ['-1.14%', '-2.38%', '-6.21%', '-6.89%', '-4.90%', '-0.07%', '-1.98%']..., số giá trị độc nhất: 7 W52_2023: ['+2.45%', '+3.36%', '+3.18%', '+1.57%', '+1.21%', '+1.88%', '+2.09%']..., số giá trị độc nhất: 7 W52_2024: ['+0.10%', '+1.26%', '+2.39%', '+0.69%', '+0.79%', '+2.44%', '+2.84%']..., số giá trị độc nhất: 7 W52_TRUNG BÌNH: ['+0.32%', '+0.62%', '+0.34%', '+0.10%', '+0.23%', '+0.15%', '+0.71%']..., số giá trị độc nhất: 7 W52_TRUNG VỊ: ['+0.15%', '+0.05%', '+0.67%', '+1.57%', '+0.57%', '+0.99%']..., số giá trị độc nhất: 6 W53_2010: ['-0.05%', '+1.04%', '+1.59%', '+0.96%', '+1.92%', '+4.77%', '+3.23%']..., số giá trị độc nhất: 7 W53_2011: ['-0.97%', '-1.06%', '+0.23%', '+2.10%', '+0.64%', '-0.75%', '-0.41%']..., số giá trị độc nhất: 7 W53_2013: ['-0.30%', '-0.63%', '-0.11%', '-0.19%', '-0.20%', '-0.72%', '-0.03%']..., số giá trị độc nhất: 7 W53_2014: ['+3.75%', '+3.60%', '+2.76%', '+1.79%', '+1.74%', '+2.55%', '+1.86%']..., số giá trị độc nhất: 7 W53_2015: ['+2.12%', '+3.14%', '+1.18%', '-2.63%', '+2.11%', '+2.30%', '+2.99%']..., số giá trị độc nhất: 7 W53_2016: ['+1.49%', '-0.93%', '-0.22%', '-0.60%', '+1.08%', '+1.24%', '+0.12%']..., số giá trị độc nhất: 7 W53_2019: ['+1.17%', '+0.07%', '-0.96%', '+1.60%', '+0.08%', '-0.69%', '+0.59%']..., số giá trị độc nhất: 7 W53_2020: ['+1.67%', '+2.43%', '+1.70%', '+8.91%', '+2.95%', '+1.30%', '+1.84%']..., số giá trị độc nhất: 7 W53_2021: ['+0.07%', '+3.64%', '-0.44%', '-0.06%', '+1.04%', '+0.65%', '+4.24%']..., số giá trị độc nhất: 7 W53_2022: ['+1.69%', '+1.14%', '-1.79%', '-3.41%', '-1.08%', '-1.21%', '-1.22%']..., số giá trị độc nhất: 7 W53_2024: ['-0.20%', '+1.03%', '-1.57%', '+0.85%', '-0.94%', '+3.66%', '-0.93%']..., số giá trị độc nhất: 7 W53_TRUNG BÌNH: ['+0.95%', '+1.23%', '+0.22%', '+0.85%', '+1.19%', '+1.12%']..., số giá trị độc nhất: 6 W53_TRUNG VỊ: ['+1.17%', '+1.04%', '-0.11%', '+0.85%', '+1.24%', '+0.59%']..., số giá trị độc nhất: 6 W5_2010: ['+3.11%', '+0.84%', '+5.50%', '+0.30%', '-0.17%', '+1.80%', '+0.40%']..., số giá trị độc nhất: 7 W5_2011: ['-1.56%', '-0.63%', '-0.82%', '+1.83%', '-0.79%', '-2.10%', '-1.18%']..., số giá trị độc nhất: 7 W5_2012: ['+3.71%', '+4.89%', '+4.93%', '+12.76%', '+1.18%', '+7.53%', '+7.81%']..., số giá trị độc nhất: 7 W5_2013: ['+0.93%', '+4.91%', '+3.06%', '+1.33%', '+0.27%', '+2.95%', '+4.90%']..., số giá trị độc nhất: 7 W5_2014: ['+3.96%', '+1.53%', '-0.59%', '-1.23%', '+1.25%', '-0.82%', '-0.47%']..., số giá trị độc nhất: 7 W5_2015: ['+1.97%', '-1.04%', '-3.05%', '-6.38%', '+0.43%', '+1.80%', '+0.39%']..., số giá trị độc nhất: 7 W5_2016: ['+3.30%', '+1.15%', '+0.79%', '+15.58%', '+3.14%', '+0.71%', '+6.20%']..., số giá trị độc nhất: 7 W5_2017: ['+1.03%', '+1.23%', '+0.97%', '-0.57%', '+1.48%', '+0.61%', '+0.50%']..., số giá trị độc nhất: 7 W5_2018: ['-3.85%', '-6.25%', '-3.46%', '-12.22%', '-3.69%', '-2.87%', '+0.12%']..., số giá trị độc nhất: 7 W5_2019: ['+2.71%', '+1.74%', '-1.25%', '+6.19%', '+0.78%', '-0.10%', '+1.05%']..., số giá trị độc nhất: 7 W5_2020: ['+7.27%', '-6.03%', '-5.51%', '-8.71%', '-5.25%', '-7.15%', '-5.97%']..., số giá trị độc nhất: 7 W5_2021: ['-4.97%', '-7.35%', '-12.59%', '-20.49%', '-5.81%', '-9.29%', '-12.45%']..., số giá trị độc nhất: 7 W5_2022: ['+0.03%', '-1.69%', '-3.18%', '-3.12%', '-1.16%', '-2.28%', '+3.06%']..., số giá trị độc nhất: 7 W5_2023: ['+0.66%', '-2.02%', '-2.73%', '-6.06%', '-2.15%', '-3.42%', '-3.08%']..., số giá trị độc nhất: 7 W5_2024: ['+0.25%', '+3.01%', '+2.78%', '-1.00%', '+2.93%', '+1.93%', '-1.72%']..., số giá trị độc nhất: 7 W5_TRUNG BÌNH: ['+1.24%', '-0.38%', '-1.01%', '-1.45%', '-0.51%', '-0.71%', '-0.03%']..., số giá trị độc nhất: 7 W5_TRUNG VỊ: ['+1.03%', '+0.84%', '-0.82%', '-1.00%', '+0.27%', '-0.10%', '+0.39%']..., số giá trị độc nhất: 7 W6_2010: ['-1.42%', '+1.07%', '+7.42%', '-0.11%', '+1.41%', '+3.33%', '+2.04%']..., số giá trị độc nhất: 7 W6_2012: ['-1.18%', '-1.17%', '+0.02%', '+1.12%', '-0.42%', '-1.95%', '+2.17%']..., số giá trị độc nhất: 7 W6_2013: ['+4.13%', '+7.97%', '+2.86%', '+1.72%', '+4.80%', '-0.02%', '+2.59%']..., số giá trị độc nhất: 7 W6_2014: ['-1.69%', '+1.66%', '+1.67%', '-1.57%', '+0.33%', '-0.90%', '-2.20%']..., số giá trị độc nhất: 7 W6_2015: ['+0.77%', '-1.38%', '-1.98%', '+3.93%', '-0.47%', '-1.43%', '-0.83%']..., số giá trị độc nhất: 7 W6_2016: ['+6.43%', '+0.95%', '+1.29%', '-4.05%', '-1.00%', '+2.54%', '-1.16%']..., số giá trị độc nhất: 7 W6_2017: ['+1.78%', '+2.79%', '+3.08%', '+2.73%', '+0.50%', '-1.17%', '+0.44%']..., số giá trị độc nhất: 7 W6_2018: ['-3.36%', '-7.38%', '-5.60%', '-21.46%', '-9.32%', '-7.52%', '-7.01%']..., số giá trị độc nhất: 7 W6_2020: ['-4.86%', '-2.78%', '+1.70%', '+2.48%', '-0.53%', '-1.19%', '+3.12%']..., số giá trị độc nhất: 7 W6_2021: ['-1.81%', '+3.86%', '+5.19%', '+18.85%', '+3.74%', '+5.75%', '+9.42%']..., số giá trị độc nhất: 7 W6_2023: ['+0.82%', '-1.35%', '-2.59%', '+1.96%', '-2.75%', '-1.36%', '-1.39%']..., số giá trị độc nhất: 7 W6_2024: ['+0.70%', '+1.97%', '+1.57%', '+1.24%', '+0.38%', '+1.12%', '+3.86%']..., số giá trị độc nhất: 7 W6_2025: ['+1.92%', '+4.44%', '+4.30%', '+1.01%', '+1.63%', '+0.67%', '+1.86%']..., số giá trị độc nhất: 7 W6_TRUNG BÌNH: ['+0.17%', '+0.82%', '+1.46%', '+0.60%', '-0.13%', '-0.16%', '+0.99%']..., số giá trị độc nhất: 7 W6_TRUNG VỊ: ['+0.70%', '+1.07%', '+1.67%', '+1.24%', '+0.33%', '-0.90%', '+1.86%']..., số giá trị độc nhất: 7 W7_2010: ['+3.50%', '+0.38%', '+3.93%', '+1.56%', '+1.31%', '+2.78%', '+4.46%']..., số giá trị độc nhất: 7 W7_2011: ['-1.07%', '-1.14%', '+0.03%', '+5.02%', '+0.72%', '+0.65%', '+3.19%']..., số giá trị độc nhất: 7 W7_2012: ['+3.74%', '+0.73%', '+0.30%', '-0.20%', '-0.34%', '+1.82%', '-2.43%']..., số giá trị độc nhất: 7 W7_2014: ['+5.25%', '+7.67%', '+2.19%', '+4.00%', '+5.68%', '+1.68%', '+3.04%']..., số giá trị độc nhất: 7 W7_2015: ['+0.77%', '+2.04%', '+3.33%', '-1.22%', '+1.33%', '+2.87%', '+1.96%']..., số giá trị độc nhất: 7 W7_2017: ['+1.33%', '+0.92%', '+0.89%', '+3.64%', '+1.75%', '-1.32%', '-0.33%']..., số giá trị độc nhất: 7 W7_2018: ['+4.83%', '+6.23%', '+4.39%', '+8.31%', '+5.59%', '+2.90%', '+6.82%']..., số giá trị độc nhất: 7 W7_2019: ['+3.17%', '+1.39%', '+5.93%', '+11.14%', '+3.02%', '+3.79%', '+3.07%']..., số giá trị độc nhất: 7 W7_2020: ['+1.38%', '-0.46%', '+1.13%', '+1.69%', '+0.88%', '-0.74%', '+0.42%']..., số giá trị độc nhất: 7 W7_2021: ['-0.34%', '+0.32%', '-1.96%', '+3.58%', '-0.12%', '-0.68%', '-0.86%']..., số giá trị độc nhất: 7 W7_2022: ['+1.94%', '+6.50%', '+9.07%', '+10.31%', '+4.17%', '+3.37%', '+1.35%']..., số giá trị độc nhất: 7 W7_2023: ['+0.72%', '-0.54%', '+1.38%', '+4.41%', '+1.18%', '-0.53%', '+0.96%']..., số giá trị độc nhất: 7 W7_2024: ['+0.25%', '+1.31%', '+1.66%', '+1.00%', '+0.99%', '+1.40%', '+0.45%']..., số giá trị độc nhất: 7 W7_2025: ['+0.72%', '-2.48%', '+3.52%', '+0.46%', '-0.01%', '-0.46%', '+0.41%']..., số giá trị độc nhất: 7 W7_TRUNG BÌNH: ['+1.87%', '+1.63%', '+2.55%', '+3.84%', '+1.25%', '+1.61%']..., số giá trị độc nhất: 6 W7_TRUNG VỊ: ['+1.36%', '+0.83%', '+1.92%', '+3.61%', '+1.24%', '+1.54%', '+1.15%']..., số giá trị độc nhất: 7 W8_2011: ['-1.98%', '-6.08%', '-4.85%', '-2.54%', '-2.86%', '-2.11%', '-4.07%']..., số giá trị độc nhất: 7 W8_2012: ['-0.18%', '+9.39%', '+7.28%', '+10.43%', '+3.52%', '+3.19%', '+9.81%']..., số giá trị độc nhất: 7 W8_2013: ['-1.39%', '-3.23%', '-3.32%', '-1.33%', '-0.41%', '-1.03%', '-5.65%']..., số giá trị độc nhất: 7 W8_2014: ['+0.21%', '+0.99%', '-0.25%', '+3.96%', '-0.31%', '-0.02%', '-0.51%']..., số giá trị độc nhất: 7 W8_2016: ['+5.50%', '+2.71%', '+0.00%', '+6.63%', '+2.50%', '+1.82%', '+0.44%']..., số giá trị độc nhất: 7 W8_2017: ['+1.95%', '-0.39%', '-1.39%', '+1.86%', '-0.78%', '+2.52%', '-2.28%']..., số giá trị độc nhất: 7 W8_2018: ['+0.11%', '-0.26%', '+1.13%', '+0.53%', '+3.41%', '+3.66%', '+6.23%']..., số giá trị độc nhất: 7 W8_2019: ['+1.45%', '+0.97%', '+1.54%', '-0.59%', '+1.24%', '+3.27%', '+2.12%']..., số giá trị độc nhất: 7 W8_2020: ['+0.65%', '-0.60%', '+2.11%', '-0.08%', '+0.24%', '-0.02%', '-0.50%']..., số giá trị độc nhất: 7 W8_2021: ['+3.05%', '+3.37%', '+7.19%', '+8.78%', '+5.47%', '+4.05%', '+5.34%']..., số giá trị độc nhất: 7 W8_2022: ['+4.06%', '+4.96%', '+0.30%', '-3.84%', '+1.56%', '+3.54%', '-3.37%']..., số giá trị độc nhất: 7 W8_2023: ['-1.04%', '-0.38%', '-1.12%', '-1.70%', '-1.51%', '-1.30%', '-1.48%']..., số giá trị độc nhất: 7 W8_2024: ['+1.11%', '+0.41%', '+0.68%', '+1.42%', '-1.03%', '+1.56%', '+0.25%']..., số giá trị độc nhất: 7 W8_2025: ['+0.46%', '-1.27%', '+2.04%', '-0.03%', '+2.17%', '+0.65%', '+1.72%']..., số giá trị độc nhất: 7 W8_TRUNG BÌNH: ['+1.00%', '+0.76%', '+0.81%', '+1.68%', '+0.94%', '+1.41%', '+0.57%']..., số giá trị độc nhất: 7 W8_TRUNG VỊ: ['+0.56%', '+0.08%', '+0.49%', '+0.25%', '+0.74%', '+1.69%', '-0.12%']..., số giá trị độc nhất: 7 W9_2010: ['-0.77%', '-0.59%', '-3.68%', '-3.59%', '-0.29%', '-0.78%', '+3.70%']..., số giá trị độc nhất: 7 W9_2011: ['-2.39%', '-4.64%', '-5.24%', '-3.66%', '-5.01%', '-6.25%', '-8.75%']..., số giá trị độc nhất: 7 W9_2012: ['-0.21%', '+4.06%', '+3.64%', '-0.78%', '+2.24%', '+6.64%', '+7.18%']..., số giá trị độc nhất: 7 W9_2013: ['-0.59%', '-0.76%', '-1.36%', '-5.12%', '-1.46%', '+0.15%', '-0.71%']..., số giá trị độc nhất: 7 W9_2014: ['-1.02%', '+4.73%', '+2.44%', '+4.06%', '+1.54%', '+3.72%', '+4.26%']..., số giá trị độc nhất: 7 W9_2015: ['-1.10%', '+1.55%', '-1.40%', '-1.68%', '+1.30%', '+1.52%', '+3.54%']..., số giá trị độc nhất: 7 W9_2016: ['+6.21%', '+0.33%', '-0.05%', '-0.13%', '-1.36%', '+1.44%', '+4.99%']..., số giá trị độc nhất: 7 W9_2017: ['-1.79%', '+3.72%', '+0.19%', '-5.24%', '+0.63%', '-1.29%', '+0.37%']..., số giá trị độc nhất: 7 W9_2018: ['-1.68%', '+4.91%', '+2.12%', '+15.04%', '+1.58%', '-1.18%', '+2.15%']..., số giá trị độc nhất: 7 W9_2019: ['+7.47%', '+0.22%', '+0.73%', '-1.94%', '+0.36%', '-1.58%', '-1.28%']..., số giá trị độc nhất: 7 W9_2020: ['-2.40%', '-7.67%', '-0.21%', '-4.21%', '-2.47%', '-5.02%', '-4.76%']..., số giá trị độc nhất: 7 W9_2021: ['-0.52%', '+4.19%', '+3.27%', '+4.39%', '+1.25%', '-2.36%', '-0.24%']..., số giá trị độc nhất: 7 W9_2022: ['+3.89%', '-0.16%', '+0.83%', '+7.49%', '+3.35%', '-0.94%', '+0.32%']..., số giá trị độc nhất: 7 W9_2023: ['+0.20%', '+0.01%', '-1.17%', '+0.18%', '-2.29%', '-2.41%', '-0.98%']..., số giá trị độc nhất: 7 W9_2024: ['+0.96%', '+3.16%', '+6.04%', '+5.29%', '+3.80%', '+3.79%', '+3.98%']..., số giá trị độc nhất: 7 W9_2025: ['+0.53%', '-1.21%', '+1.24%', '+1.96%', '+1.14%', '-0.04%', '+0.14%']..., số giá trị độc nhất: 7 W9_TRUNG BÌNH: ['+0.42%', '+0.74%', '+0.46%', '+0.75%', '+0.27%', '-0.29%', '+0.87%']..., số giá trị độc nhất: 7 W9_TRUNG VỊ: ['-0.55%', '+0.27%', '+0.46%', '-0.46%', '+0.89%', '-0.86%', '+0.35%']..., số giá trị độc nhất: 7 Các bản ghi bị trùng:
| Industry | Type of Value | M10_2010 | M10_2011 | M10_2012 | M10_2013 | M10_2014 | M10_2015 | M10_2016 | M10_2017 | M10_2018 | M10_2019 | M10_2020 | M10_2021 | M10_2022 | M10_2023 | M10_2024 | M10_TRUNG BÌNH | M10_TRUNG VỊ | M11_2010 | M11_2011 | M11_2012 | M11_2013 | M11_2014 | M11_2015 | M11_2016 | M11_2017 | M11_2018 | M11_2019 | M11_2020 | M11_2021 | M11_2022 | M11_2023 | M11_2024 | M11_TRUNG BÌNH | M11_TRUNG VỊ | M12_2010 | M12_2011 | M12_2012 | M12_2013 | M12_2014 | M12_2015 | M12_2016 | M12_2017 | M12_2018 | M12_2019 | M12_2020 | M12_2021 | M12_2022 | M12_2023 | M12_2024 | M12_TRUNG BÌNH | M12_TRUNG VỊ | M1_2010 | M1_2011 | M1_2012 | M1_2013 | M1_2014 | M1_2015 | M1_2016 | M1_2017 | M1_2018 | M1_2019 | M1_2020 | M1_2021 | M1_2022 | M1_2023 | M1_2024 | M1_2025 | M1_TRUNG BÌNH | M1_TRUNG VỊ | M2_2010 | M2_2011 | M2_2012 | M2_2013 | M2_2014 | M2_2015 | M2_2016 | M2_2017 | M2_2018 | M2_2019 | M2_2020 | M2_2021 | M2_2022 | M2_2023 | M2_2024 | M2_2025 | M2_TRUNG BÌNH | M2_TRUNG VỊ | M3_2010 | M3_2011 | M3_2012 | M3_2013 | M3_2014 | M3_2015 | M3_2016 | M3_2017 | M3_2018 | M3_2019 | M3_2020 | M3_2021 | M3_2022 | M3_2023 | M3_2024 | M3_2025 | M3_TRUNG BÌNH | M3_TRUNG VỊ | M4_2010 | M4_2011 | M4_2012 | M4_2013 | M4_2014 | M4_2015 | M4_2016 | M4_2017 | M4_2018 | M4_2019 | M4_2020 | M4_2021 | M4_2022 | M4_2023 | M4_2024 | M4_TRUNG BÌNH | M4_TRUNG VỊ | M5_2010 | M5_2011 | M5_2012 | M5_2013 | M5_2014 | M5_2015 | M5_2016 | M5_2017 | M5_2018 | M5_2019 | M5_2020 | M5_2021 | M5_2022 | M5_2023 | M5_2024 | M5_TRUNG BÌNH | M5_TRUNG VỊ | M6_2010 | M6_2011 | M6_2012 | M6_2013 | M6_2014 | M6_2015 | M6_2016 | M6_2017 | M6_2018 | M6_2019 | M6_2020 | M6_2021 | M6_2022 | M6_2023 | M6_2024 | M6_TRUNG BÌNH | M6_TRUNG VỊ | M7_2010 | M7_2011 | M7_2012 | M7_2013 | M7_2014 | M7_2015 | M7_2016 | M7_2017 | M7_2018 | M7_2019 | M7_2020 | M7_2021 | M7_2022 | M7_2023 | M7_2024 | M7_TRUNG BÌNH | M7_TRUNG VỊ | M8_2010 | M8_2011 | M8_2012 | M8_2013 | M8_2014 | M8_2015 | M8_2016 | M8_2017 | M8_2018 | M8_2019 | M8_2020 | M8_2021 | M8_2022 | M8_2023 | M8_2024 | M8_TRUNG BÌNH | M8_TRUNG VỊ | M9_2010 | M9_2011 | M9_2012 | M9_2013 | M9_2014 | M9_2015 | M9_2016 | M9_2017 | M9_2018 | M9_2019 | M9_2020 | M9_2021 | M9_2022 | M9_2023 | M9_2024 | M9_TRUNG BÌNH | M9_TRUNG VỊ | Q1_2010 | Q1_2011 | Q1_2012 | Q1_2013 | Q1_2014 | Q1_2015 | Q1_2016 | Q1_2017 | Q1_2018 | Q1_2019 | Q1_2020 | Q1_2021 | Q1_2022 | Q1_2023 | Q1_2024 | Q1_2025 | Q1_TRUNG BÌNH | Q1_TRUNG VỊ | Q2_2010 | Q2_2011 | Q2_2012 | Q2_2013 | Q2_2014 | Q2_2015 | Q2_2016 | Q2_2017 | Q2_2018 | Q2_2019 | Q2_2020 | Q2_2021 | Q2_2022 | Q2_2023 | Q2_2024 | Q2_TRUNG BÌNH | Q2_TRUNG VỊ | Q3_2010 | Q3_2011 | Q3_2012 | Q3_2013 | Q3_2014 | Q3_2015 | Q3_2016 | Q3_2017 | Q3_2018 | Q3_2019 | Q3_2020 | Q3_2021 | Q3_2022 | Q3_2023 | Q3_2024 | Q3_TRUNG BÌNH | Q3_TRUNG VỊ | Q4_2010 | Q4_2011 | Q4_2012 | Q4_2013 | Q4_2014 | Q4_2015 | Q4_2016 | Q4_2017 | Q4_2018 | Q4_2019 | Q4_2020 | Q4_2021 | Q4_2022 | Q4_2023 | Q4_2024 | Q4_TRUNG BÌNH | Q4_TRUNG VỊ | W10_2010 | W10_2011 | W10_2012 | W10_2013 | W10_2014 | W10_2015 | W10_2016 | W10_2017 | W10_2018 | W10_2019 | W10_2020 | W10_2021 | W10_2022 | W10_2023 | W10_2024 | W10_2025 | W10_TRUNG BÌNH | W10_TRUNG VỊ | W11_2010 | W11_2011 | W11_2012 | W11_2013 | W11_2014 | W11_2015 | W11_2016 | W11_2017 | W11_2018 | W11_2019 | W11_2020 | W11_2021 | W11_2022 | W11_2023 | W11_2024 | W11_2025 | W11_TRUNG BÌNH | W11_TRUNG VỊ | W12_2010 | W12_2011 | W12_2012 | W12_2013 | W12_2014 | W12_2015 | W12_2016 | W12_2017 | W12_2018 | W12_2019 | W12_2020 | W12_2021 | W12_2022 | W12_2023 | W12_2024 | W12_TRUNG BÌNH | W12_TRUNG VỊ | W13_2010 | W13_2011 | W13_2012 | W13_2013 | W13_2014 | W13_2015 | W13_2016 | W13_2017 | W13_2018 | W13_2019 | W13_2020 | W13_2021 | W13_2022 | W13_2023 | W13_2024 | W13_TRUNG BÌNH | W13_TRUNG VỊ | W14_2010 | W14_2011 | W14_2012 | W14_2013 | W14_2014 | W14_2015 | W14_2016 | W14_2017 | W14_2018 | W14_2019 | W14_2020 | W14_2021 | W14_2022 | W14_2023 | W14_2024 | W14_TRUNG BÌNH | W14_TRUNG VỊ | W15_2010 | W15_2011 | W15_2012 | W15_2013 | W15_2014 | W15_2015 | W15_2016 | W15_2017 | W15_2018 | W15_2019 | W15_2020 | W15_2021 | W15_2022 | W15_2023 | W15_2024 | W15_TRUNG BÌNH | W15_TRUNG VỊ | W16_2010 | W16_2011 | W16_2012 | W16_2013 | W16_2014 | W16_2015 | W16_2016 | W16_2017 | W16_2018 | W16_2019 | W16_2020 | W16_2021 | W16_2022 | W16_2023 | W16_2024 | W16_TRUNG BÌNH | W16_TRUNG VỊ | W17_2010 | W17_2011 | W17_2012 | W17_2013 | W17_2014 | W17_2015 | W17_2016 | W17_2017 | W17_2018 | W17_2019 | W17_2020 | W17_2021 | W17_2022 | W17_2023 | W17_2024 | W17_TRUNG BÌNH | W17_TRUNG VỊ | W18_2010 | W18_2011 | W18_2012 | W18_2013 | W18_2014 | W18_2015 | W18_2016 | W18_2017 | W18_2018 | W18_2019 | W18_2020 | W18_2021 | W18_2022 | W18_2023 | W18_2024 | W18_TRUNG BÌNH | W18_TRUNG VỊ | W19_2010 | W19_2011 | W19_2012 | W19_2013 | W19_2014 | W19_2015 | W19_2016 | W19_2017 | W19_2018 | W19_2019 | W19_2020 | W19_2021 | W19_2022 | W19_2023 | W19_2024 | W19_TRUNG BÌNH | W19_TRUNG VỊ | W1_2012 | W1_2013 | W1_2014 | W1_2017 | W1_2018 | W1_2019 | W1_2020 | W1_2023 | W1_2024 | W1_2025 | W1_TRUNG BÌNH | W1_TRUNG VỊ | W20_2010 | W20_2011 | W20_2012 | W20_2013 | W20_2014 | W20_2015 | W20_2016 | W20_2017 | W20_2018 | W20_2019 | W20_2020 | W20_2021 | W20_2022 | W20_2023 | W20_2024 | W20_TRUNG BÌNH | W20_TRUNG VỊ | W21_2010 | W21_2011 | W21_2012 | W21_2013 | W21_2014 | W21_2015 | W21_2016 | W21_2017 | W21_2018 | W21_2019 | W21_2020 | W21_2021 | W21_2022 | W21_2023 | W21_2024 | W21_TRUNG BÌNH | W21_TRUNG VỊ | W22_2010 | W22_2011 | W22_2012 | W22_2013 | W22_2014 | W22_2015 | W22_2016 | W22_2017 | W22_2018 | W22_2019 | W22_2020 | W22_2021 | W22_2022 | W22_2023 | W22_2024 | W22_TRUNG BÌNH | W22_TRUNG VỊ | W23_2010 | W23_2011 | W23_2012 | W23_2013 | W23_2014 | W23_2015 | W23_2016 | W23_2017 | W23_2018 | W23_2019 | W23_2020 | W23_2021 | W23_2022 | W23_2023 | W23_2024 | W23_TRUNG BÌNH | W23_TRUNG VỊ | W24_2010 | W24_2011 | W24_2012 | W24_2013 | W24_2014 | W24_2015 | W24_2016 | W24_2017 | W24_2018 | W24_2019 | W24_2020 | W24_2021 | W24_2022 | W24_2023 | W24_2024 | W24_TRUNG BÌNH | W24_TRUNG VỊ | W25_2010 | W25_2011 | W25_2012 | W25_2013 | W25_2014 | W25_2015 | W25_2016 | W25_2017 | W25_2018 | W25_2019 | W25_2020 | W25_2021 | W25_2022 | W25_2023 | W25_2024 | W25_TRUNG BÌNH | W25_TRUNG VỊ | W26_2010 | W26_2011 | W26_2012 | W26_2013 | W26_2014 | W26_2015 | W26_2016 | W26_2017 | W26_2018 | W26_2019 | W26_2020 | W26_2021 | W26_2022 | W26_2023 | W26_2024 | W26_TRUNG BÌNH | W26_TRUNG VỊ | W27_2010 | W27_2011 | W27_2012 | W27_2013 | W27_2014 | W27_2015 | W27_2016 | W27_2017 | W27_2018 | W27_2019 | W27_2020 | W27_2021 | W27_2022 | W27_2023 | W27_2024 | W27_TRUNG BÌNH | W27_TRUNG VỊ | W28_2010 | W28_2011 | W28_2012 | W28_2013 | W28_2014 | W28_2015 | W28_2016 | W28_2017 | W28_2018 | W28_2019 | W28_2020 | W28_2021 | W28_2022 | W28_2023 | W28_2024 | W28_TRUNG BÌNH | W28_TRUNG VỊ | W29_2010 | W29_2011 | W29_2012 | W29_2013 | W29_2014 | W29_2015 | W29_2016 | W29_2017 | W29_2018 | W29_2019 | W29_2020 | W29_2021 | W29_2022 | W29_2023 | W29_2024 | W29_TRUNG BÌNH | W29_TRUNG VỊ | W2_2010 | W2_2011 | W2_2012 | W2_2013 | W2_2014 | W2_2015 | W2_2016 | W2_2017 | W2_2018 | W2_2019 | W2_2020 | W2_2021 | W2_2022 | W2_2023 | W2_2024 | W2_2025 | W2_TRUNG BÌNH | W2_TRUNG VỊ | W30_2010 | W30_2011 | W30_2012 | W30_2013 | W30_2014 | W30_2015 | W30_2016 | W30_2017 | W30_2018 | W30_2019 | W30_2020 | W30_2021 | W30_2022 | W30_2023 | W30_2024 | W30_TRUNG BÌNH | W30_TRUNG VỊ | W31_2010 | W31_2011 | W31_2012 | W31_2013 | W31_2014 | W31_2015 | W31_2016 | W31_2017 | W31_2018 | W31_2019 | W31_2020 | W31_2021 | W31_2022 | W31_2023 | W31_2024 | W31_TRUNG BÌNH | W31_TRUNG VỊ | W32_2010 | W32_2011 | W32_2012 | W32_2013 | W32_2014 | W32_2015 | W32_2016 | W32_2017 | W32_2018 | W32_2019 | W32_2020 | W32_2021 | W32_2022 | W32_2023 | W32_2024 | W32_TRUNG BÌNH | W32_TRUNG VỊ | W33_2010 | W33_2011 | W33_2012 | W33_2013 | W33_2014 | W33_2015 | W33_2016 | W33_2017 | W33_2018 | W33_2019 | W33_2020 | W33_2021 | W33_2022 | W33_2023 | W33_2024 | W33_TRUNG BÌNH | W33_TRUNG VỊ | W34_2010 | W34_2011 | W34_2012 | W34_2013 | W34_2014 | W34_2015 | W34_2016 | W34_2017 | W34_2018 | W34_2019 | W34_2020 | W34_2021 | W34_2022 | W34_2023 | W34_2024 | W34_TRUNG BÌNH | W34_TRUNG VỊ | W35_2010 | W35_2011 | W35_2012 | W35_2013 | W35_2014 | W35_2015 | W35_2016 | W35_2017 | W35_2018 | W35_2019 | W35_2020 | W35_2021 | W35_2022 | W35_2023 | W35_2024 | W35_TRUNG BÌNH | W35_TRUNG VỊ | W36_2010 | W36_2011 | W36_2012 | W36_2013 | W36_2014 | W36_2015 | W36_2016 | W36_2017 | W36_2018 | W36_2019 | W36_2020 | W36_2021 | W36_2022 | W36_2023 | W36_2024 | W36_TRUNG BÌNH | W36_TRUNG VỊ | W37_2010 | W37_2011 | W37_2012 | W37_2013 | W37_2014 | W37_2015 | W37_2016 | W37_2017 | W37_2018 | W37_2019 | W37_2020 | W37_2021 | W37_2022 | W37_2023 | W37_2024 | W37_TRUNG BÌNH | W37_TRUNG VỊ | W38_2010 | W38_2011 | W38_2012 | W38_2013 | W38_2014 | W38_2015 | W38_2016 | W38_2017 | W38_2018 | W38_2019 | W38_2020 | W38_2021 | W38_2022 | W38_2023 | W38_2024 | W38_TRUNG BÌNH | W38_TRUNG VỊ | W39_2010 | W39_2011 | W39_2012 | W39_2013 | W39_2014 | W39_2015 | W39_2016 | W39_2017 | W39_2018 | W39_2019 | W39_2020 | W39_2021 | W39_2022 | W39_2023 | W39_2024 | W39_TRUNG BÌNH | W39_TRUNG VỊ | W3_2010 | W3_2011 | W3_2012 | W3_2013 | W3_2014 | W3_2015 | W3_2016 | W3_2017 | W3_2018 | W3_2019 | W3_2020 | W3_2021 | W3_2022 | W3_2023 | W3_2024 | W3_2025 | W3_TRUNG BÌNH | W3_TRUNG VỊ | W40_2010 | W40_2011 | W40_2012 | W40_2013 | W40_2014 | W40_2015 | W40_2016 | W40_2017 | W40_2018 | W40_2019 | W40_2020 | W40_2021 | W40_2022 | W40_2023 | W40_2024 | W40_TRUNG BÌNH | W40_TRUNG VỊ | W41_2010 | W41_2011 | W41_2012 | W41_2013 | W41_2014 | W41_2015 | W41_2016 | W41_2017 | W41_2018 | W41_2019 | W41_2020 | W41_2021 | W41_2022 | W41_2023 | W41_2024 | W41_TRUNG BÌNH | W41_TRUNG VỊ | W42_2010 | W42_2011 | W42_2012 | W42_2013 | W42_2014 | W42_2015 | W42_2016 | W42_2017 | W42_2018 | W42_2019 | W42_2020 | W42_2021 | W42_2022 | W42_2023 | W42_2024 | W42_TRUNG BÌNH | W42_TRUNG VỊ | W43_2010 | W43_2011 | W43_2012 | W43_2013 | W43_2014 | W43_2015 | W43_2016 | W43_2017 | W43_2018 | W43_2019 | W43_2020 | W43_2021 | W43_2022 | W43_2023 | W43_2024 | W43_TRUNG BÌNH | W43_TRUNG VỊ | W44_2010 | W44_2011 | W44_2012 | W44_2013 | W44_2014 | W44_2015 | W44_2016 | W44_2017 | W44_2018 | W44_2019 | W44_2020 | W44_2021 | W44_2022 | W44_2023 | W44_2024 | W44_TRUNG BÌNH | W44_TRUNG VỊ | W45_2010 | W45_2011 | W45_2012 | W45_2013 | W45_2014 | W45_2015 | W45_2016 | W45_2017 | W45_2018 | W45_2019 | W45_2020 | W45_2021 | W45_2022 | W45_2023 | W45_2024 | W45_TRUNG BÌNH | W45_TRUNG VỊ | W46_2010 | W46_2011 | W46_2012 | W46_2013 | W46_2014 | W46_2015 | W46_2016 | W46_2017 | W46_2018 | W46_2019 | W46_2020 | W46_2021 | W46_2022 | W46_2023 | W46_2024 | W46_TRUNG BÌNH | W46_TRUNG VỊ | W47_2010 | W47_2011 | W47_2012 | W47_2013 | W47_2014 | W47_2015 | W47_2016 | W47_2017 | W47_2018 | W47_2019 | W47_2020 | W47_2021 | W47_2022 | W47_2023 | W47_2024 | W47_TRUNG BÌNH | W47_TRUNG VỊ | W48_2010 | W48_2011 | W48_2012 | W48_2013 | W48_2014 | W48_2015 | W48_2016 | W48_2017 | W48_2018 | W48_2019 | W48_2020 | W48_2021 | W48_2022 | W48_2023 | W48_2024 | W48_TRUNG BÌNH | W48_TRUNG VỊ | W49_2010 | W49_2011 | W49_2012 | W49_2013 | W49_2014 | W49_2015 | W49_2016 | W49_2017 | W49_2018 | W49_2019 | W49_2020 | W49_2021 | W49_2022 | W49_2023 | W49_2024 | W49_TRUNG BÌNH | W49_TRUNG VỊ | W4_2010 | W4_2011 | W4_2013 | W4_2014 | W4_2015 | W4_2016 | W4_2017 | W4_2018 | W4_2019 | W4_2020 | W4_2021 | W4_2022 | W4_2023 | W4_2024 | W4_2025 | W4_TRUNG BÌNH | W4_TRUNG VỊ | W50_2010 | W50_2011 | W50_2012 | W50_2013 | W50_2014 | W50_2015 | W50_2016 | W50_2017 | W50_2018 | W50_2019 | W50_2020 | W50_2021 | W50_2022 | W50_2023 | W50_2024 | W50_TRUNG BÌNH | W50_TRUNG VỊ | W51_2010 | W51_2011 | W51_2012 | W51_2013 | W51_2014 | W51_2015 | W51_2016 | W51_2017 | W51_2018 | W51_2019 | W51_2020 | W51_2021 | W51_2022 | W51_2023 | W51_2024 | W51_TRUNG BÌNH | W51_TRUNG VỊ | W52_2010 | W52_2011 | W52_2012 | W52_2013 | W52_2014 | W52_2015 | W52_2016 | W52_2017 | W52_2018 | W52_2019 | W52_2020 | W52_2021 | W52_2022 | W52_2023 | W52_2024 | W52_TRUNG BÌNH | W52_TRUNG VỊ | W53_2010 | W53_2011 | W53_2013 | W53_2014 | W53_2015 | W53_2016 | W53_2019 | W53_2020 | W53_2021 | W53_2022 | W53_2024 | W53_TRUNG BÌNH | W53_TRUNG VỊ | W5_2010 | W5_2011 | W5_2012 | W5_2013 | W5_2014 | W5_2015 | W5_2016 | W5_2017 | W5_2018 | W5_2019 | W5_2020 | W5_2021 | W5_2022 | W5_2023 | W5_2024 | W5_TRUNG BÌNH | W5_TRUNG VỊ | W6_2010 | W6_2012 | W6_2013 | W6_2014 | W6_2015 | W6_2016 | W6_2017 | W6_2018 | W6_2020 | W6_2021 | W6_2023 | W6_2024 | W6_2025 | W6_TRUNG BÌNH | W6_TRUNG VỊ | W7_2010 | W7_2011 | W7_2012 | W7_2014 | W7_2015 | W7_2017 | W7_2018 | W7_2019 | W7_2020 | W7_2021 | W7_2022 | W7_2023 | W7_2024 | W7_2025 | W7_TRUNG BÌNH | W7_TRUNG VỊ | W8_2011 | W8_2012 | W8_2013 | W8_2014 | W8_2016 | W8_2017 | W8_2018 | W8_2019 | W8_2020 | W8_2021 | W8_2022 | W8_2023 | W8_2024 | W8_2025 | W8_TRUNG BÌNH | W8_TRUNG VỊ | W9_2010 | W9_2011 | W9_2012 | W9_2013 | W9_2014 | W9_2015 | W9_2016 | W9_2017 | W9_2018 | W9_2019 | W9_2020 | W9_2021 | W9_2022 | W9_2023 | W9_2024 | W9_2025 | W9_TRUNG BÌNH | W9_TRUNG VỊ |
|---|
Accessing file: financialreport_balancesheet_FPT_CMG_processed.csv financialreport_balancesheet_FPT_CMG_processed.csv
| Indicator | StockID | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | Y_2023 | Y_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | - Cổ phiếu phổ thông có quyền biểu quyết\n411a | CMG | 1,505,960,320,000 | 1,904,392,960,000 | 1,900,269,960,000 | 1,903,974,960,000 | 1,505,960,320,000 | 1,904,392,960,000 | 1,505,960,320,000 | 1,904,392,960,000 | 1,900,269,960,000 | 1,903,974,960,000 | 1,900,269,960,000 | NaN | 1,900,269,960,000 | NaN |
| 1 | - Cổ phiếu phổ thông có quyền biểu quyết\n411a | FPT | 11,043,316,220,000 | 14,604,480,660,000 | 12,699,688,750,000 | 14,604,480,660,000 | 10,970,265,720,000 | 12,699,688,750,000 | 11,043,316,220,000 | 14,604,480,660,000 | 12,699,688,750,000 | 14,604,480,660,000 | 12,699,688,750,000 | 14,710,691,830,000 | 12,699,688,750,000 | 14,710,691,830,000 |
| 2 | - Giá trị hao mòn lũy kế\n223 | CMG | -1,577,566,941,383 | -1,886,773,746,201 | -1,655,226,032,606 | -1,972,024,039,112 | -1,513,783,100,366 | -1,810,449,040,895 | -1,577,558,303,535 | -1,895,977,157,084 | -1,655,226,032,606 | -1,972,024,039,112 | -1,734,759,159,367 | NaN | -1,732,114,441,724 | NaN |
| 3 | - Giá trị hao mòn lũy kế\n223 | FPT | -9,109,849,933,394 | -10,798,956,932,818 | -9,539,916,194,703 | -11,261,187,491,234 | -8,728,063,268,763 | -10,351,316,034,547 | -9,139,679,844,094 | -10,798,956,932,818 | -9,539,916,194,703 | -11,261,187,491,234 | -9,906,952,653,021 | -11,683,165,704,793 | -9,906,845,402,941 | -11,683,165,704,793 |
| 4 | - Giá trị hao mòn lũy kế\n226 | FPT | -3,878,313,753 | -4,386,536,239 | -3,587,478,607 | -3,607,403,617 | -24,915,388,622 | -4,197,599,404 | -29,013,930,078 | -4,386,536,239 | -3,587,478,607 | -3,607,403,617 | -4,013,832,181 | -3,673,326,424 | -4,013,832,181 | -3,673,326,424 |
| Indicator | StockID | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | Y_2023 | Y_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 267 | V. Đầu tư tài chính dài hạn\n250 | FPT | 3,045,169,826,409 | 3,095,902,850,581 | 3,223,296,628,954 | 3,214,141,461,080 | 3,257,209,895,051 | 3,415,559,155,234 | 3,045,169,826,409 | 3,095,902,850,581 | 3,223,296,628,954 | 3,214,141,461,080 | 3,367,402,312,269 | 3,319,014,817,651 | 3,335,009,108,332 | 3,319,014,817,651 |
| 268 | VI. Tài sản dài hạn khác\n260 | CMG | 369,422,524,359 | 416,411,284,601 | 386,830,452,415 | 422,677,746,724 | 372,896,263,050 | 460,529,530,005 | 364,961,956,402 | 416,436,745,932 | 386,830,452,415 | 422,677,746,724 | 385,154,433,015 | NaN | 387,572,521,163 | NaN |
| 269 | VI. Tài sản dài hạn khác\n260 | FPT | 4,501,685,335,332 | 5,386,582,674,862 | 4,529,333,425,055 | 5,501,511,121,171 | 4,512,159,868,725 | 5,366,724,357,153 | 4,501,685,335,332 | 5,241,548,882,861 | 4,529,333,425,055 | 5,501,511,121,171 | 5,042,420,397,778 | 5,485,644,852,548 | 5,036,171,784,305 | 5,485,644,852,548 |
| 270 | Ảnh hưởng của thay đổi tỷ giá hối đoái quy đổi... | CMG | 6,917,750,878 | 3,830,389,450 | -1,349,633,181 | NaN | -1,736,442,213 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5,837,565,104 | NaN |
| 271 | Ảnh hưởng của thay đổi tỷ giá hối đoái quy đổi... | FPT | -34,262,027,675 | -38,739,785,946 | -9,393,913,465 | -75,687,079,284 | 3,163,289,455 | -37,407,398,624 | NaN | NaN | NaN | NaN | NaN | NaN | 38,641,914,900 | -7,911,910,087 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 272 entries, 0 to 271 Data columns (total 16 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Indicator 272 non-null object 1 StockID 272 non-null object 2 6M_2023 262 non-null object 3 6M_2024 258 non-null object 4 9M_2023 262 non-null object 5 9M_2024 259 non-null object 6 Q1_2023 256 non-null object 7 Q1_2024 255 non-null object 8 Q2_2023 201 non-null object 9 Q2_2024 197 non-null object 10 Q3_2023 196 non-null object 11 Q3_2024 198 non-null object 12 Q4_2023 194 non-null object 13 Q4_2024 106 non-null object 14 Y_2023 260 non-null object 15 Y_2024 139 non-null object dtypes: object(16) memory usage: 34.1+ KB None Số giá trị bị rỗng: Indicator 0 StockID 0 6M_2023 10 6M_2024 14 9M_2023 10 9M_2024 13 Q1_2023 16 Q1_2024 17 Q2_2023 71 Q2_2024 75 Q3_2023 76 Q3_2024 74 Q4_2023 78 Q4_2024 166 Y_2023 12 Y_2024 133 dtype: int64 Thống kê các giá trị:
| Indicator | StockID | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | Y_2023 | Y_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 272 | 272 | 262 | 258 | 262 | 259 | 256 | 255 | 201 | 197 | 196 | 198 | 194 | 106 | 260 | 139 |
| unique | 148 | 2 | 240 | 235 | 243 | 240 | 236 | 234 | 188 | 183 | 184 | 185 | 181 | 100 | 241 | 130 |
| top | - Cổ phiếu phổ thông có quyền biểu quyết\n411a | FPT | 1,505,960,320,000 | 1,904,392,960,000 | 1,900,269,960,000 | 1,903,974,960,000 | 1,505,960,320,000 | 1,904,392,960,000 | 1,505,960,320,000 | 1,904,392,960,000 | 1,900,269,960,000 | 1,903,974,960,000 | 1,900,269,960,000 | 14,710,691,830,000 | 1,900,269,960,000 | 14,710,691,830,000 |
| freq | 2 | 139 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
Indicator 148 StockID 2 6M_2023 240 6M_2024 235 9M_2023 243 9M_2024 240 Q1_2023 236 Q1_2024 234 Q2_2023 188 Q2_2024 183 Q3_2023 184 Q3_2024 185 Q4_2023 181 Q4_2024 100 Y_2023 241 Y_2024 130 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Indicator: ['- Cổ phiếu phổ thông có quyền biểu quyết\n411a', '- Giá trị hao mòn lũy kế\n223', '- Giá trị hao mòn lũy kế\n226', '- Giá trị hao mòn lũy kế\n229', '- LNST chưa phân phối kỳ này\n421b', '- LNST chưa phân phối lũy kế đến cuối kỳ trước\n421a', '- Nguyên giá\n222', '- Nguyên giá\n225', '- Nguyên giá\n228', '1. Chi phí sản xuất, kinh doanh dở dang dài hạn\n241', '1. Chi phí trả trước dài hạn\n261', '1. Chi phí trả trước ngắn hạn\n151', '1. Doanh thu bán hàng và cung cấp dịch vụ\n01', '1. Hàng tồn kho\n141', '1. Lợi nhuận trước thuế\n01', '1. Nguồn kinh phí\n431', '1. Phải thu ngắn hạn của khách hàng\n131', '1. Phải trả người bán dài hạn\n331', '1. Phải trả người bán ngắn hạn\n311', '1. Tiền\n111']..., số giá trị độc nhất: 148 StockID: ['CMG', 'FPT']..., số giá trị độc nhất: 2 6M_2023: ['1,505,960,320,000', '11,043,316,220,000', '-1,577,566,941,383', '-9,109,849,933,394', '-3,878,313,753', '-204,562,879,852', '-1,379,348,674,009', '140,899,843,606', '3,002,470,167,474', '255,425,341,214', '7,663,648,414,514', '3,424,810,835,918', '20,142,862,455,487', '6,789,629,164', '646,765,868,230', '2,575,691,863,740', '380,000,000', '368,848,092,453', '3,492,345,731,610', '67,804,075,973']..., số giá trị độc nhất: 241 6M_2024: ['1,904,392,960,000', '14,604,480,660,000', '-1,886,773,746,201', '-10,798,956,932,818', '-4,386,536,239', '-256,563,057,357', '-1,483,842,892,877', '142,100,659,170', '3,673,189,632,065', '289,006,849,356', '5,504,840,283,364', '3,768,509,887,947', '23,459,020,096,615', '7,511,499,920', '670,167,022,341', '2,998,230,953,161', '190,000,000', '416,047,263,082', '3,317,231,255,111', '64,240,178,413']..., số giá trị độc nhất: 236 9M_2023: ['1,900,269,960,000', '12,699,688,750,000', '-1,655,226,032,606', '-9,539,916,194,703', '-3,587,478,607', '-214,891,405,482', '-1,287,665,448,765', '270,978,139,867', '3,198,658,610,039', '31,944,531,767', '5,190,116,969,064', '3,476,060,718,853', '21,616,988,146,434', '6,251,200,148', '648,309,037,819', '2,469,668,694,327', '380,000,000', '386,324,012,671', '3,426,793,863,558', '77,417,086,042']..., số giá trị độc nhất: 244 9M_2024: ['1,903,974,960,000', '14,604,480,660,000', '-1,972,024,039,112', '-11,261,187,491,234', '-3,607,403,617', '-263,350,749,129', '-1,532,604,715,427', '259,675,950,594', '5,762,017,834,569', '292,901,309,205', '5,501,785,086,737', '3,803,992,688,170', '24,158,069,038,149', '5,990,257,244', '670,930,004,942', '3,072,611,297,376', '190,000,000', '422,320,306,028', '3,447,179,472,476', '67,246,844,788']..., số giá trị độc nhất: 241 Q1_2023: ['1,505,960,320,000', '10,970,265,720,000', '-1,513,783,100,366', '-8,728,063,268,763', '-24,915,388,622', '-196,463,253,726', '-1,320,839,287,871', '83,917,553,520', '1,493,562,580,890', '258,876,584,368', '7,713,564,820,193', '3,397,406,635,298', '19,440,703,827,238', '54,177,548,964', '644,687,802,133', '2,562,391,924,094', '240,000,000', '372,350,235,437', '3,516,501,185,403', '106,709,818,269']..., số giá trị độc nhất: 237 Q1_2024: ['1,904,392,960,000', '12,699,688,750,000', '-1,810,449,040,895', '-10,351,316,034,547', '-4,197,599,404', '-243,103,488,657', '-1,414,107,431,170', '83,226,280,864', '1,798,066,420,421', '332,449,754,566', '8,680,772,347,026', '3,666,625,675,665', '22,649,092,684,044', '7,739,446,936', '679,384,808,583', '2,927,026,185,822', '380,000,000', '460,107,825,008', '3,291,841,329,838', '77,885,526,690']..., số giá trị độc nhất: 235 Q2_2023: ['1,505,960,320,000', '11,043,316,220,000', '-1,577,558,303,535', '-9,139,679,844,094', '-29,013,930,078', '-204,542,163,412', '-1,379,348,674,009', '151,868,076,684', '3,002,470,167,474', '245,670,344,754', '7,663,648,414,514', '3,424,797,470,651', '20,182,919,608,999', '54,020,199,664', '646,737,247,660', '2,575,691,863,740', '380,000,000', '364,372,878,708', '3,492,345,731,610', '87,005,808,974']..., số giá trị độc nhất: 189 Q2_2024: ['1,904,392,960,000', '14,604,480,660,000', '-1,895,977,157,084', '-10,798,956,932,818', '-4,386,536,239', '-247,481,194,242', '-1,495,486,413,009', '144,277,169,350', '3,671,845,614,300', '285,845,847,678', '5,504,840,283,495', '3,769,303,130,720', '23,459,020,096,615', '7,511,499,920', '669,355,207,770', '3,202,705,299,281', '190,000,000', '416,047,173,085', '3,317,231,255,111', '78,920,148,898']..., số giá trị độc nhất: 184 Q3_2023: ['1,900,269,960,000', '12,699,688,750,000', '-1,655,226,032,606', '-9,539,916,194,703', '-3,587,478,607', '-214,891,405,482', '-1,287,665,448,765', '270,978,139,867', '3,198,658,610,039', '31,944,531,767', '5,190,116,969,064', '3,476,060,718,853', '21,616,988,146,434', '6,251,200,148', '648,309,037,819', '2,469,668,694,327', '380,000,000', '386,324,012,671', '3,426,793,863,558', '77,417,086,042']..., số giá trị độc nhất: 185 Q3_2024: ['1,903,974,960,000', '14,604,480,660,000', '-1,972,024,039,112', '-11,261,187,491,234', '-3,607,403,617', '-263,350,749,129', '-1,532,604,715,427', '259,675,950,594', '5,762,017,834,569', '292,901,309,205', '5,501,785,086,737', '3,803,992,688,170', '24,158,069,038,149', '5,990,257,244', '670,930,004,942', '3,072,611,297,376', '190,000,000', '422,320,306,028', '3,447,179,472,476', '67,246,844,788']..., số giá trị độc nhất: 186 Q4_2023: ['1,900,269,960,000', '12,699,688,750,000', '-1,734,759,159,367', '-9,906,952,653,021', '-4,013,832,181', '-229,370,750,049', '-1,338,489,590,814', '309,456,353,679', '4,208,629,838,475', '32,130,126,999', '4,470,578,664,053', '3,657,375,881,828', '22,289,069,528,335', '8,032,465,332', '675,095,710,265', '2,595,586,732,247', '380,000,000', '384,700,595,867', '3,389,945,901,107', '78,696,784,920']..., số giá trị độc nhất: 182 Q4_2024: [nan, '14,710,691,830,000', '-11,683,165,704,793', '-3,673,326,424', '-1,616,781,511,666', '5,565,337,234,255', '5,458,228,109,134', '24,483,220,850,419', '5,716,034,788', '3,656,302,027,788', '3,815,166,554,012', '453,590,735,414', '17,651,065,378,940', '1,969,267,986,149', '2,750,000,000', '10,537,019,113,380', '4,423,912,840,298', '6,725,619,929,289', '12,800,055,145,626', '1,735,410,040,472']..., số giá trị độc nhất: 101 Y_2023: ['1,900,269,960,000', '12,699,688,750,000', '-1,732,114,441,724', '-9,906,845,402,941', '-4,013,832,181', '-232,894,376,606', '-1,338,489,590,814', '330,675,518,402', '4,202,230,790,206', '11,434,141,375', '4,471,895,918,464', '3,656,771,335,756', '22,288,962,278,190', '8,032,465,332', '679,454,890,222', '2,595,586,732,247', '380,000,000', '387,118,684,015', '3,391,434,748,762', '60,697,320,316']..., số giá trị độc nhất: 242 Y_2024: [nan, '14,710,691,830,000', '-11,683,165,704,793', '-3,673,326,424', '-1,616,781,511,666', '5,565,337,234,255', '5,458,228,109,134', '24,483,220,850,419', '5,716,034,788', '3,656,302,027,788', '3,815,166,554,012', '453,590,735,414', '62,962,652,134,636', '1,969,267,986,149', '11,070,838,730,842', '2,750,000,000', '10,537,019,113,380', '4,423,912,840,298', '6,725,619,929,289', '-4,260,829,170,057']..., số giá trị độc nhất: 131 Các bản ghi bị trùng:
| Indicator | StockID | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | Y_2023 | Y_2024 |
|---|
Accessing file: financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin (of FPT_CMG)_processed.csv financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin (of FPT_CMG)_processed.csv
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | A. TÀI SẢN NGẮN HẠN | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 43,898,750,649,879 | 50,012,611,294,247 | 46,163,463,501,028 | 49,212,018,271,364 | 47,447,926,241,197 | 51,559,913,663,516 | 37,054,341,402,710 | 44,460,289,151,475 | 46,313,090,001,355 | 48,727,600,349,745 | 47,447,926,241,197 | 51,559,913,663,516 | 44,600,507,708,345 | 49,985,725,505,833 |
| 1 | 2 | I. Tiền và các khoản tương đương tiền | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 9,383,807,038,793 | 9,844,015,495,131 | 7,063,182,813,313 | 7,851,384,883,181 | 8,232,635,324,546 | 8,988,153,183,225 | 3,924,114,581,174 | 7,250,011,909,819 | 7,064,065,059,093 | 7,819,418,886,356 | 8,232,635,324,546 | 8,988,153,183,225 | 9,404,038,383,171 | 9,849,088,479,581 |
| 2 | 3 | 1. Tiền | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 6,869,844,202,589 | 7,127,498,540,298 | 4,778,764,094,918 | 6,473,480,898,695 | 5,776,560,869,076 | 6,150,989,048,730 | 3,632,359,533,044 | 6,166,533,179,985 | 4,778,620,748,908 | 6,473,452,066,134 | 5,776,560,869,076 | 6,150,989,048,730 | 6,870,026,966,601 | 7,134,634,362,586 |
| 3 | 4 | 2. Các khoản tương đương tiền | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 2,513,962,836,204 | 2,716,516,954,833 | 2,284,418,718,395 | 1,377,903,984,486 | 2,456,074,455,470 | 2,837,164,134,495 | 291,755,048,130 | 1,083,478,729,834 | 2,285,444,310,185 | 1,345,966,820,222 | 2,456,074,455,470 | 2,837,164,134,495 | 2,534,011,416,570 | 2,714,454,116,995 |
| 4 | 5 | II. Đầu tư tài chính ngắn hạn | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 17,469,376,940,580 | 21,939,014,847,893 | 21,603,945,223,031 | 21,268,626,867,228 | 20,881,202,696,106 | 20,882,777,920,819 | 14,902,830,880,117 | 19,605,820,020,573 | 21,603,065,371,241 | 21,300,652,951,492 | 20,881,202,696,106 | 20,882,777,920,819 | 17,451,467,380,214 | 21,933,941,863,443 |
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 173 | 174 | 6. Cổ tức, lợi nhuận đã trả cho chủ sở... | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -224,448,189 | NaN | NaN | NaN | NaN | NaN |
| 174 | 175 | Lưu chuyển tiền thuần từ hoạt động tài ... | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | -12,342,834,039 | -36,996,825,013 | -9,729,482,741 | -20,703,825,175 | -8,831,040,923 | -26,560,278,272 | -48,011,062,915 | -39,334,884,835 | 775,646,964 | NaN | NaN | NaN | NaN | NaN |
| 175 | 176 | Lưu chuyển tiền thuần trong kỳ (50=20+30+40) | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | -1,100,934,837 | -3,068,199,597 | -689,331,479 | -4,122,470,792 | -557,480,943 | 453,115,434 | -880,954,377 | 241,250,445 | 191,622,898 | NaN | NaN | NaN | NaN | NaN |
| 176 | 177 | Tiền và tương đương tiền đầu kỳ | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 9,591,035,456 | 8,490,100,619 | 9,591,035,456 | 8,490,100,619 | 9,031,903,140 | 3,320,343,192 | 9,591,035,456 | 8,490,100,619 | 8,710,081,079 | NaN | NaN | NaN | NaN | NaN |
| 177 | 178 | Tiền và tương đương tiền cuối kỳ (70 = 50... | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 8,490,100,619 | 5,421,901,022 | 8,901,703,977 | 4,367,629,827 | 8,474,422,197 | 3,773,458,626 | 8,710,081,079 | 8,731,351,064 | 8,901,703,977 | NaN | NaN | NaN | NaN | NaN |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 178 entries, 0 to 177 Data columns (total 18 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 No. 178 non-null int64 1 Indicator 178 non-null object 2 Industry 178 non-null object 3 Stocks 178 non-null object 4 2023 167 non-null object 5 2024 163 non-null object 6 6M_2023 165 non-null object 7 6M_2024 169 non-null object 8 9M_2023 169 non-null object 9 9M_2024 168 non-null object 10 Q1_2023 161 non-null object 11 Q1_2024 166 non-null object 12 Q2_2023 132 non-null object 13 Q2_2024 114 non-null object 14 Q3_2023 117 non-null object 15 Q3_2024 114 non-null object 16 Q4_2023 115 non-null object 17 Q4_2024 112 non-null object dtypes: int64(1), object(17) memory usage: 25.2+ KB None Số giá trị bị rỗng: No. 0 Indicator 0 Industry 0 Stocks 0 2023 11 2024 15 6M_2023 13 6M_2024 9 9M_2023 9 9M_2024 10 Q1_2023 17 Q1_2024 12 Q2_2023 46 Q2_2024 64 Q3_2023 61 Q3_2024 64 Q4_2023 63 Q4_2024 66 dtype: int64 Thống kê các giá trị:
| No. | |
|---|---|
| count | 178.00 |
| mean | 89.50 |
| std | 51.53 |
| min | 1.00 |
| 25% | 45.25 |
| 50% | 89.50 |
| 75% | 133.75 |
| max | 178.00 |
No. 178 Indicator 172 Industry 1 Stocks 1 2023 164 2024 159 6M_2023 161 6M_2024 165 9M_2023 165 9M_2024 165 Q1_2023 156 Q1_2024 162 Q2_2023 128 Q2_2024 111 Q3_2023 114 Q3_2024 111 Q4_2023 112 Q4_2024 108 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: No.: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]..., số giá trị độc nhất: 178 Indicator: ['A. TÀI SẢN NGẮN HẠN', 'I. Tiền và các khoản tương đương tiền', '1. Tiền', '2. Các khoản tương đương tiền', 'II. Đầu tư tài chính ngắn hạn', '1. Chứng khoán kinh doanh', '2. Dự phòng giảm giá chứng khoán kinh doanh', '3. Đầu tư nắm giữ đến ngày đáo hạn', 'III. Các khoản phải thu ngắn hạn', '1. Phải thu ngắn hạn của khách hàng', '2. Trả trước cho người bán ngắn hạn', '4. Phải thu theo tiến độ kế hoạch hợp đồng xây dựng', '5. Phải thu về cho vay ngắn hạn', '6. Phải thu ngắn hạn khác', '7. Dự phòng phải thu ngắn hạn khó đòi', '8. Tài sản thiếu chờ xử lý', 'IV. Hàng tồn kho', '1. Hàng tồn kho', '2. Dự phòng giảm giá hàng tồn kho', 'V. Tài sản ngắn hạn khác']..., số giá trị độc nhất: 172 Industry: ['Công nghệ thông tin']..., số giá trị độc nhất: 1 Stocks: ['FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA,']..., số giá trị độc nhất: 1 2023: ['43,898,750,649,879', '9,383,807,038,793', '6,869,844,202,589', '2,513,962,836,204', '17,469,376,940,580', '2,276,387,863', '-1,359,582,863', '17,468,460,135,580', '13,438,881,966,311', '12,776,399,155,346', '674,229,297,888', '176,770,894,412', '1,143,658,091,174', '1,757,576,549,166', '-3,089,752,021,675', nan, '2,433,802,097,053', '2,692,307,365,150', '-258,505,268,097', '1,172,882,607,142']..., số giá trị độc nhất: 165 2024: ['50,012,611,294,247', '9,844,015,495,131', '7,127,498,540,298', '2,716,516,954,833', '21,939,014,847,893', '822,859,368', '-221,176,768', '21,938,413,165,293', '14,633,511,148,303', '12,787,833,064,968', '718,417,472,055', '136,097,256,629', '1,983,890,640,345', '1,559,303,213,073', '-2,552,030,498,767', nan, '2,420,841,959,375', '2,684,286,460,902', '-263,444,501,527', '1,175,227,843,545']..., số giá trị độc nhất: 160 6M_2023: ['46,163,463,501,028', '7,063,182,813,313', '4,778,764,094,918', '2,284,418,718,395', '21,603,945,223,031', '2,276,387,863', '-1,491,797,063', '21,603,160,632,231', '13,076,151,864,103', '11,484,018,114,912', '796,707,165,569', '227,380,785,100', '1,092,502,665,388', '1,746,106,471,165', '-2,270,595,738,131', '32,400,100', '3,236,163,471,522', '3,439,365,513,557', '-203,202,042,035', '1,184,020,129,059']..., số giá trị độc nhất: 162 6M_2024: ['49,212,018,271,364', '7,851,384,883,181', '6,473,480,898,695', '1,377,903,984,486', '21,268,626,867,228', '2,276,387,863', '-1,445,577,463', '21,267,796,056,828', '15,791,161,976,107', '13,970,912,984,544', '916,889,629,760', '196,821,565,607', '1,502,372,301,126', '1,859,638,346,668', '-2,655,472,851,598', nan, '2,957,862,829,064', '3,215,900,425,427', '-258,037,596,363', '1,342,981,715,784']..., số giá trị độc nhất: 166 9M_2023: ['47,447,926,241,197', '8,232,635,324,546', '5,776,560,869,076', '2,456,074,455,470', '20,881,202,696,106', '2,276,387,863', '-1,222,216,863', '20,880,148,525,106', '14,013,988,297,446', '12,488,396,479,996', '694,529,859,025', '229,678,782,310', '1,094,930,413,572', '1,877,769,672,364', '-2,371,349,309,921', '32,400,100', '2,983,886,238,143', '3,183,814,097,120', '-199,927,858,977', '1,336,213,684,956']..., số giá trị độc nhất: 166 9M_2024: ['51,559,913,663,516', '8,988,153,183,225', '6,150,989,048,730', '2,837,164,134,495', '20,882,777,920,819', '2,276,387,863', '-1,347,919,463', '20,881,849,452,419', '16,962,666,026,037', '14,496,337,709,792', '836,559,398,580', '194,158,152,911', '2,079,770,985,872', '1,819,732,838,768', '-2,463,893,059,886', nan, '3,272,121,810,546', '3,508,543,106,160', '-236,421,295,614', '1,454,194,722,889']..., số giá trị độc nhất: 166 Q1_2023: ['37,054,341,402,710', '3,924,114,581,174', '3,632,359,533,044', '291,755,048,130', '14,902,830,880,117', '2,276,387,863', '-1,512,704,863', '14,902,067,197,117', '13,793,360,252,899', '11,591,099,414,988', '901,245,877,689', '231,842,985,934', '1,401,793,389,227', '2,000,421,531,247', '-2,333,042,946,186', nan, '3,261,217,185,827', '3,467,783,367,963', '-206,566,182,136', '1,172,818,502,693']..., số giá trị độc nhất: 157 Q1_2024: ['44,460,289,151,475', '7,250,011,909,819', '6,166,533,179,985', '1,083,478,729,834', '19,605,820,020,573', '2,276,387,863', '-1,220,562,863', '19,604,764,195,573', '13,430,630,363,285', '12,732,113,325,258', '938,808,361,017', '190,429,912,043', '911,694,856,916', '1,787,624,256,552', '-3,130,040,348,501', nan, '2,791,252,766,351', '3,044,938,436,129', '-253,685,669,778', '1,382,574,091,447']..., số giá trị độc nhất: 163 Q2_2023: ['46,313,090,001,355', '7,064,065,059,093', '4,778,620,748,908', '2,285,444,310,185', '21,603,065,371,241', '2,276,387,863', '-1,346,057,063', '21,602,135,040,441', '13,222,826,710,300', '11,570,872,129,842', '821,432,886,429', '227,380,785,100', '1,080,345,026,222', '1,793,568,658,520', '-2,270,805,175,913', '32,400,100', '3,220,171,802,826', '3,423,373,844,861', '-203,202,042,035', '1,202,961,057,895']..., số giá trị độc nhất: 129 Q2_2024: ['48,727,600,349,745', '7,819,418,886,356', '6,473,452,066,134', '1,345,966,820,222', '21,300,652,951,492', '2,276,387,863', '-1,363,257,463', '21,299,739,821,092', '15,309,400,090,736', '13,985,339,286,886', '933,409,267,583', '196,821,565,607', '954,587,586,126', '1,862,679,232,305', '-2,623,436,847,771', nan, '2,953,305,273,685', '3,201,468,198,089', '-248,162,924,404', '1,344,823,147,476']..., số giá trị độc nhất: 112 Q3_2023: ['47,447,926,241,197', '8,232,635,324,546', '5,776,560,869,076', '2,456,074,455,470', '20,881,202,696,106', '2,276,387,863', '-1,222,216,863', '20,880,148,525,106', '14,013,988,297,446', '12,488,396,479,996', '694,529,859,025', '229,678,782,310', '1,094,930,413,572', '1,877,769,672,364', '-2,371,349,309,921', '32,400,100', '2,983,886,238,143', '3,183,814,097,120', '-199,927,858,977', '1,336,213,684,956']..., số giá trị độc nhất: 115 Q3_2024: ['51,559,913,663,516', '8,988,153,183,225', '6,150,989,048,730', '2,837,164,134,495', '20,882,777,920,819', '2,276,387,863', '-1,347,919,463', '20,881,849,452,419', '16,962,666,026,037', '14,496,337,709,792', '836,559,398,580', '194,158,152,911', '2,079,770,985,872', '1,819,732,838,768', '-2,463,893,059,886', nan, '3,272,121,810,546', '3,508,543,106,160', '-236,421,295,614', '1,454,194,722,889']..., số giá trị độc nhất: 112 Q4_2023: ['44,600,507,708,345', '9,404,038,383,171', '6,870,026,966,601', '2,534,011,416,570', '17,451,467,380,214', '2,276,387,863', '-1,220,562,863', '17,450,411,555,214', '13,944,197,021,554', '12,914,770,563,242', '576,742,808,686', '182,965,994,736', '1,166,763,562,649', '1,768,399,929,752', '-2,665,478,237,611', '32,400,100', '2,464,121,659,612', '2,664,153,064,798', '-200,031,405,186', '1,336,683,263,794']..., số giá trị độc nhất: 113 Q4_2024: ['49,985,725,505,833', '9,849,088,479,581', '7,134,634,362,586', '2,714,454,116,995', '21,933,941,863,443', '822,859,368', '-221,176,768', '21,933,340,180,843', '14,572,253,550,983', '12,721,191,411,362', '718,422,406,129', '136,097,256,629', '2,045,475,211,166', '1,502,860,596,419', '-2,551,793,330,722', nan, '2,454,694,170,924', '2,692,353,166,303', '-237,658,995,379', '1,175,747,440,902']..., số giá trị độc nhất: 109 Các bản ghi bị trùng:
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ (of FPT_CMG)_processed.csv financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ (of FPT_CMG)_processed.csv
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | A. TÀI SẢN NGẮN HẠN | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 41,594,825,545,471 | 46,746,724,331,863 | 43,530,441,675,684 | 46,219,852,471,291 | 44,760,934,586,194 | 48,148,915,643,889 | 34,089,374,177,155 | 42,637,418,537,556 | 43,587,148,401,867 | 46,262,023,548,433 | 44,760,934,586,194 | 48,148,915,643,889 | 41,682,810,412,074 | 46,746,724,331,863 |
| 1 | 2 | I. Tiền và các khoản tương đương tiền | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 9,123,288,156,968 | 9,637,339,168,495 | 6,800,443,901,600 | 7,635,220,804,461 | 7,966,665,729,721 | 8,822,847,580,022 | 3,624,927,604,048 | 7,012,892,106,347 | 6,800,300,556,546 | 7,598,184,776,889 | 7,966,665,729,721 | 8,822,847,580,022 | 9,138,564,613,640 | 9,637,339,168,495 |
| 2 | 3 | 1. Tiền | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 6,616,540,053,222 | 6,922,885,051,500 | 4,527,189,983,331 | 6,259,371,171,574 | 5,522,822,364,053 | 5,992,809,925,286 | 3,346,319,498,556 | 5,934,595,714,304 | 4,527,046,638,277 | 6,259,335,144,002 | 5,522,822,364,053 | 5,992,809,925,286 | 6,616,816,509,894 | 6,922,885,051,500 |
| 3 | 4 | 2. Các khoản tương đương tiền | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 2,506,748,103,746 | 2,714,454,116,995 | 2,273,253,918,269 | 1,375,849,632,887 | 2,443,843,365,668 | 2,830,037,654,736 | 278,608,105,492 | 1,078,296,392,043 | 2,273,253,918,269 | 1,338,849,632,887 | 2,443,843,365,668 | 2,830,037,654,736 | 2,521,748,103,746 | 2,714,454,116,995 |
| 4 | 5 | II. Đầu tư tài chính ngắn hạn | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 17,413,991,700,214 | 21,933,868,963,443 | 21,552,589,691,241 | 21,213,309,691,492 | 20,830,727,016,106 | 20,832,441,260,819 | 14,852,355,200,117 | 19,550,295,760,207 | 21,552,589,691,241 | 21,250,316,291,492 | 20,830,727,016,106 | 20,832,441,260,819 | 17,400,991,700,214 | 21,933,868,963,443 |
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 151 | 152 | Lưu chuyển tiền thuần từ hoạt động tài chính | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | -1,023,837,311,708 | -2,202,955,109,154 | 7,012,816,360,410 | 1,080,734,997,484 | 4,402,809,773,100 | -994,300,103,254 | 54,054,159,038 | 1,986,735,997,012 | NaN | NaN | NaN | NaN | NaN | NaN |
| 152 | 153 | Lưu chuyển tiền thuần trong kỳ | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 2,104,906,120,650 | 1,155,113,835,740 | -145,936,862,774 | -1,453,052,372,808 | 1,003,682,039,992 | -224,747,408,616 | -3,350,244,575,545 | -2,073,021,307,711 | NaN | NaN | NaN | NaN | NaN | NaN |
| 153 | 154 | Tiền và tương đương tiền đầu kỳ | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 6,973,737,454,851 | 8,490,064,335,488 | 6,973,737,454,851 | 9,123,288,156,968 | 6,973,737,454,851 | 9,123,288,156,968 | 6,973,737,454,851 | 9,123,288,156,968 | NaN | NaN | NaN | NaN | NaN | NaN |
| 154 | 155 | Ảnh hưởng của thay đổi tỷ giá hối đoái quy đổi... | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 44,644,581,467 | -7,839,002,733 | -27,356,690,477 | -35,014,979,699 | -10,753,765,122 | -75,693,168,330 | 1,434,724,742 | -37,374,742,910 | NaN | NaN | NaN | NaN | NaN | NaN |
| 155 | 156 | Tiền và tương đương tiền cuối kỳ (70 = 50 +60 ... | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 9,123,288,156,968 | 9,637,339,168,495 | 6,800,443,901,600 | 7,635,220,804,461 | 7,966,665,729,721 | 8,822,847,580,022 | 3,624,927,604,048 | 7,012,892,106,347 | NaN | NaN | NaN | NaN | NaN | NaN |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 156 entries, 0 to 155 Data columns (total 18 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 No. 156 non-null int64 1 Indicator 156 non-null object 2 Industry 156 non-null object 3 Stocks 156 non-null object 4 2023 149 non-null object 5 2024 145 non-null object 6 6M_2023 149 non-null object 7 6M_2024 150 non-null object 8 9M_2023 153 non-null object 9 9M_2024 150 non-null object 10 Q1_2023 147 non-null object 11 Q1_2024 149 non-null object 12 Q2_2023 115 non-null object 13 Q2_2024 114 non-null object 14 Q3_2023 117 non-null object 15 Q3_2024 114 non-null object 16 Q4_2023 114 non-null object 17 Q4_2024 112 non-null object dtypes: int64(1), object(17) memory usage: 22.1+ KB None Số giá trị bị rỗng: No. 0 Indicator 0 Industry 0 Stocks 0 2023 7 2024 11 6M_2023 7 6M_2024 6 9M_2023 3 9M_2024 6 Q1_2023 9 Q1_2024 7 Q2_2023 41 Q2_2024 42 Q3_2023 39 Q3_2024 42 Q4_2023 42 Q4_2024 44 dtype: int64 Thống kê các giá trị:
| No. | |
|---|---|
| count | 156.00 |
| mean | 78.50 |
| std | 45.18 |
| min | 1.00 |
| 25% | 39.75 |
| 50% | 78.50 |
| 75% | 117.25 |
| max | 156.00 |
No. 156 Indicator 150 Industry 1 Stocks 1 2023 144 2024 138 6M_2023 144 6M_2024 143 9M_2023 148 9M_2024 145 Q1_2023 143 Q1_2024 144 Q2_2023 112 Q2_2024 111 Q3_2023 114 Q3_2024 111 Q4_2023 111 Q4_2024 108 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: No.: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]..., số giá trị độc nhất: 156 Indicator: ['A. TÀI SẢN NGẮN HẠN', 'I. Tiền và các khoản tương đương tiền', '1. Tiền', '2. Các khoản tương đương tiền', 'II. Đầu tư tài chính ngắn hạn', '1. Chứng khoán kinh doanh', '2. Dự phòng giảm giá chứng khoán kinh doanh', '3. Đầu tư nắm giữ đến ngày đáo hạn', 'III. Các khoản phải thu ngắn hạn', '1. Phải thu ngắn hạn của khách hàng', '2. Trả trước cho người bán ngắn hạn', '4. Phải thu theo tiến độ kế hoạch hợp đồng xây dựng', '5. Phải thu về cho vay ngắn hạn', '6. Phải thu ngắn hạn khác', '7. Dự phòng phải thu ngắn hạn khó đòi', '8. Tài sản thiếu chờ xử lý', 'IV. Hàng tồn kho', '1. Hàng tồn kho', '2. Dự phòng giảm giá hàng tồn kho', 'V. Tài sản ngắn hạn khác']..., số giá trị độc nhất: 150 Industry: ['Phần mềm và dịch vụ']..., số giá trị độc nhất: 1 Stocks: ['FPT, ITD, CMG, ELC, PIA,']..., số giá trị độc nhất: 1 2023: ['41,594,825,545,471', '9,123,288,156,968', '6,616,540,053,222', '2,506,748,103,746', '17,413,991,700,214', '723,320,938', '-143,175,938', '17,413,411,555,214', '12,017,068,866,490', '11,338,059,710,694', '586,497,008,011', '176,770,894,412', '6,575,430,000', '1,032,926,422,018', '-1,123,760,598,645', nan, '1,880,845,569,935', '2,034,171,649,750', '-153,326,079,815', '1,159,631,251,864']..., số giá trị độc nhất: 145 2024: ['46,746,724,331,863', '9,637,339,168,495', '6,922,885,051,500', '2,714,454,116,995', '21,933,868,963,443', '749,959,368', '-221,176,768', '21,933,340,180,843', '12,088,573,389,226', '11,211,036,415,429', '638,092,077,015', '136,097,256,629', '38,670,917,590', '773,410,939,040', '-708,734,216,477', nan, '1,921,662,268,580', '2,055,129,806,063', '-133,467,537,483', '1,165,280,542,119']..., số giá trị độc nhất: 139 6M_2023: ['43,530,441,675,684', '6,800,443,901,600', '4,527,189,983,331', '2,273,253,918,269', '21,552,589,691,241', '723,320,938', '-268,670,138', '21,552,135,040,441', '11,442,353,878,129', '10,185,702,776,969', '712,488,768,092', '227,380,785,100', '67,048,830,446', '1,144,379,488,848', '-894,679,171,426', '32,400,100', '2,577,099,157,804', '2,739,414,097,309', '-162,314,939,505', '1,157,955,046,910']..., số giá trị độc nhất: 145 6M_2024: ['46,219,852,471,291', '7,635,220,804,461', '6,259,371,171,574', '1,375,849,632,887', '21,213,309,691,492', '723,320,938', '-146,850,538', '21,212,733,221,092', '13,651,233,983,157', '12,724,033,352,438', '816,754,259,936', '196,821,565,607', '34,694,400,000', '1,074,052,747,135', '-1,195,122,341,959', nan, '2,388,659,320,320', '2,547,738,333,650', '-159,079,013,330', '1,331,428,671,861']..., số giá trị độc nhất: 144 9M_2023: ['44,760,934,586,194', '7,966,665,729,721', '5,522,822,364,053', '2,443,843,365,668', '20,830,727,016,106', '723,320,938', '-144,829,938', '20,830,148,525,106', '12,395,905,255,490', '11,285,590,973,992', '590,039,561,303', '229,678,782,310', '69,078,966,120', '1,216,466,623,786', '-994,982,052,121', '32,400,100', '2,260,908,409,696', '2,418,645,432,790', '-157,737,023,094', '1,306,728,175,181']..., số giá trị độc nhất: 149 9M_2024: ['48,148,915,643,889', '8,822,847,580,022', '5,992,809,925,286', '2,830,037,654,736', '20,832,441,260,819', '723,320,938', '-131,512,538', '20,831,849,452,419', '14,388,217,249,275', '13,093,500,621,166', '741,432,085,759', '194,158,152,911', '59,603,915,000', '1,129,413,312,410', '-829,890,837,971', nan, '2,672,226,763,563', '2,826,694,513,759', '-154,467,750,196', '1,433,182,790,210']..., số giá trị độc nhất: 146 Q1_2023: ['34,089,374,177,155', '3,624,927,604,048', '3,346,319,498,556', '278,608,105,492', '14,852,355,200,117', '723,320,938', '-435,317,938', '14,852,067,197,117', '11,897,006,324,608', '10,249,365,545,395', '804,215,052,286', '231,842,985,934', '60,498,311,424', '1,430,940,632,064', '-879,856,202,495', nan, '2,567,305,843,185', '2,730,750,278,828', '-163,444,435,643', '1,147,779,205,197']..., số giá trị độc nhất: 144 Q1_2024: ['42,637,418,537,556', '7,012,892,106,347', '5,934,595,714,304', '1,078,296,392,043', '19,550,295,760,207', '723,320,938', '-143,175,938', '19,549,715,615,207', '12,517,594,104,350', '11,638,714,431,744', '817,937,544,171', '190,429,912,043', '9,014,020,000', '1,051,766,518,541', '-1,190,268,322,149', nan, '2,193,898,267,123', '2,355,952,784,211', '-162,054,517,088', '1,362,738,299,529']..., số giá trị độc nhất: 145 Q2_2023: ['43,587,148,401,867', '6,800,300,556,546', '4,527,046,638,277', '2,273,253,918,269', '21,552,589,691,241', '723,320,938', '-268,670,138', '21,552,135,040,441', '11,493,940,814,367', '10,209,586,664,879', '712,794,521,881', '227,380,785,100', '57,294,368,657', '1,181,740,682,958', '-894,888,609,208', '32,400,100', '2,563,557,525,737', '2,725,872,465,242', '-162,314,939,505', '1,176,759,813,976']..., số giá trị độc nhất: 113 Q2_2024: ['46,262,023,548,433', '7,598,184,776,889', '6,259,335,144,002', '1,338,849,632,887', '21,250,316,291,492', '723,320,938', '-146,850,538', '21,249,739,821,092', '13,706,202,541,621', '12,770,674,095,070', '822,649,658,468', '196,821,565,607', '34,694,400,000', '1,076,485,164,435', '-1,195,122,341,959', nan, '2,374,227,092,982', '2,533,306,106,312', '-159,079,013,330', '1,333,092,845,449']..., số giá trị độc nhất: 112 Q3_2023: ['44,760,934,586,194', '7,966,665,729,721', '5,522,822,364,053', '2,443,843,365,668', '20,830,727,016,106', '723,320,938', '-144,829,938', '20,830,148,525,106', '12,395,905,255,490', '11,285,590,973,992', '590,039,561,303', '229,678,782,310', '69,078,966,120', '1,216,466,623,786', '-994,982,052,121', '32,400,100', '2,260,908,409,696', '2,418,645,432,790', '-157,737,023,094', '1,306,728,175,181']..., số giá trị độc nhất: 115 Q3_2024: ['48,148,915,643,889', '8,822,847,580,022', '5,992,809,925,286', '2,830,037,654,736', '20,832,441,260,819', '723,320,938', '-131,512,538', '20,831,849,452,419', '14,388,217,249,275', '13,093,500,621,166', '741,432,085,759', '194,158,152,911', '59,603,915,000', '1,129,413,312,410', '-829,890,837,971', nan, '2,672,226,763,563', '2,826,694,513,759', '-154,467,750,196', '1,433,182,790,210']..., số giá trị độc nhất: 112 Q4_2023: ['41,682,810,412,074', '9,138,564,613,640', '6,616,816,509,894', '2,521,748,103,746', '17,400,991,700,214', '723,320,938', '-143,175,938', '17,400,411,555,214', '11,956,030,036,944', '11,372,743,615,574', '470,004,588,146', '182,965,994,736', '515,430,000', '1,052,042,311,719', '-1,122,274,303,331', '32,400,100', '1,864,181,927,165', '2,017,330,106,071', '-153,148,178,906', '1,323,042,134,111']..., số giá trị độc nhất: 112 Q4_2024: ['46,746,724,331,863', '9,637,339,168,495', '6,922,885,051,500', '2,714,454,116,995', '21,933,868,963,443', '749,959,368', '-221,176,768', '21,933,340,180,843', '12,088,573,389,226', '11,211,036,415,429', '638,092,077,015', '136,097,256,629', '38,670,917,590', '773,410,939,040', '-708,734,216,477', nan, '1,921,662,268,580', '2,055,129,806,063', '-133,467,537,483', '1,165,280,542,119']..., số giá trị độc nhất: 109 Các bản ghi bị trùng:
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ_Phần mềm (of FPT_CMG)_processed.csv financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ_Phần mềm (of FPT_CMG)_processed.csv
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | A. TÀI SẢN NGẮN HẠN | Phần mềm | FPT, CMG, ELC, PIA, | 41,176,856,266,786 | 46,746,724,331,863 | 43,101,926,390,492 | 45,781,144,089,909 | 44,294,661,891,281 | 47,608,781,960,425 | 33,626,105,991,702 | 42,308,308,576,314 | 43,151,957,831,183 | 45,822,321,724,154 | 44,294,661,891,281 | 47,608,781,960,425 | 41,263,007,381,893 | 46,746,724,331,863 |
| 1 | 2 | I. Tiền và các khoản tương đương tiền | Phần mềm | FPT, CMG, ELC, PIA, | 9,000,644,223,945 | 9,637,339,168,495 | 6,730,217,171,219 | 7,570,970,694,455 | 7,896,778,263,547 | 8,745,271,933,375 | 3,586,504,967,948 | 6,956,772,470,143 | 6,730,073,826,165 | 7,540,934,666,883 | 7,896,778,263,547 | 8,745,271,933,375 | 9,015,920,680,617 | 9,637,339,168,495 |
| 2 | 3 | 1. Tiền | Phần mềm | FPT, CMG, ELC, PIA, | 6,534,071,120,199 | 6,922,885,051,500 | 4,495,528,252,950 | 6,232,306,042,464 | 5,481,299,897,879 | 5,947,912,694,858 | 3,327,521,498,605 | 5,909,153,328,785 | 4,495,384,907,896 | 6,232,270,014,892 | 5,481,299,897,879 | 5,947,912,694,858 | 6,534,347,576,871 | 6,922,885,051,500 |
| 3 | 4 | 2. Các khoản tương đương tiền | Phần mềm | FPT, CMG, ELC, PIA, | 2,466,573,103,746 | 2,714,454,116,995 | 2,234,688,918,269 | 1,338,664,651,991 | 2,415,478,365,668 | 2,797,359,238,517 | 258,983,469,343 | 1,047,619,141,358 | 2,234,688,918,269 | 1,308,664,651,991 | 2,415,478,365,668 | 2,797,359,238,517 | 2,481,573,103,746 | 2,714,454,116,995 |
| 4 | 5 | II. Đầu tư tài chính ngắn hạn | Phần mềm | FPT, CMG, ELC, PIA, | 17,328,426,700,214 | 21,933,868,963,443 | 21,470,824,691,241 | 21,180,164,691,492 | 20,733,962,016,106 | 20,800,691,260,819 | 14,786,290,200,117 | 19,491,600,760,207 | 21,470,824,691,241 | 21,210,171,291,492 | 20,733,962,016,106 | 20,800,691,260,819 | 17,315,426,700,214 | 21,933,868,963,443 |
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | 151 | Lưu chuyển tiền thuần từ hoạt động tài chính | Phần mềm | FPT, CMG, ELC, PIA, | -1,014,181,109,643 | -2,202,955,109,154 | 7,025,925,126,852 | 1,130,253,123,329 | 4,387,405,789,451 | -1,013,399,151,947 | 62,250,772,585 | 2,016,621,772,196 | NaN | NaN | NaN | NaN | NaN | NaN |
| 151 | 152 | Lưu chuyển tiền thuần trong kỳ | Phần mềm | FPT, CMG, ELC, PIA, | 2,051,324,362,536 | 1,155,113,835,740 | -147,246,404,125 | -1,394,809,392,536 | 1,002,703,226,730 | -179,672,987,564 | -3,319,749,535,538 | -2,006,480,772,553 | NaN | NaN | NaN | NaN | NaN | NaN |
| 152 | 153 | Tiền và tương đương tiền đầu kỳ | Phần mềm | FPT, CMG, ELC, PIA, | 6,904,827,779,294 | 8,490,064,335,488 | 6,904,827,779,294 | 9,000,644,223,945 | 6,904,827,779,294 | 9,000,644,223,945 | 6,904,827,779,294 | 9,000,644,223,945 | NaN | NaN | NaN | NaN | NaN | NaN |
| 153 | 154 | Ảnh hưởng của thay đổi tỷ giá hối đoái quy đổi... | Phần mềm | FPT, CMG, ELC, PIA, | 44,492,082,115 | -7,839,002,733 | -27,364,203,950 | -34,864,136,954 | -10,752,742,477 | -75,699,303,006 | 1,426,724,192 | -37,390,981,249 | NaN | NaN | NaN | NaN | NaN | NaN |
| 154 | 155 | Tiền và tương đương tiền cuối kỳ (70 = 50 +60 ... | Phần mềm | FPT, CMG, ELC, PIA, | 9,000,644,223,945 | 9,637,339,168,495 | 6,730,217,171,219 | 7,570,970,694,455 | 7,896,778,263,547 | 8,745,271,933,375 | 3,586,504,967,948 | 6,956,772,470,143 | NaN | NaN | NaN | NaN | NaN | NaN |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 155 entries, 0 to 154 Data columns (total 18 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 No. 155 non-null int64 1 Indicator 155 non-null object 2 Industry 155 non-null object 3 Stocks 155 non-null object 4 2023 147 non-null object 5 2024 145 non-null object 6 6M_2023 147 non-null object 7 6M_2024 148 non-null object 8 9M_2023 151 non-null object 9 9M_2024 149 non-null object 10 Q1_2023 143 non-null object 11 Q1_2024 148 non-null object 12 Q2_2023 115 non-null object 13 Q2_2024 114 non-null object 14 Q3_2023 116 non-null object 15 Q3_2024 114 non-null object 16 Q4_2023 113 non-null object 17 Q4_2024 112 non-null object dtypes: int64(1), object(17) memory usage: 21.9+ KB None Số giá trị bị rỗng: No. 0 Indicator 0 Industry 0 Stocks 0 2023 8 2024 10 6M_2023 8 6M_2024 7 9M_2023 4 9M_2024 6 Q1_2023 12 Q1_2024 7 Q2_2023 40 Q2_2024 41 Q3_2023 39 Q3_2024 41 Q4_2023 42 Q4_2024 43 dtype: int64 Thống kê các giá trị:
| No. | |
|---|---|
| count | 155.00 |
| mean | 78.00 |
| std | 44.89 |
| min | 1.00 |
| 25% | 39.50 |
| 50% | 78.00 |
| 75% | 116.50 |
| max | 155.00 |
No. 155 Indicator 149 Industry 1 Stocks 1 2023 141 2024 138 6M_2023 141 6M_2024 140 9M_2023 145 9M_2024 143 Q1_2023 138 Q1_2024 142 Q2_2023 112 Q2_2024 111 Q3_2023 113 Q3_2024 111 Q4_2023 110 Q4_2024 108 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: No.: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]..., số giá trị độc nhất: 155 Indicator: ['A. TÀI SẢN NGẮN HẠN', 'I. Tiền và các khoản tương đương tiền', '1. Tiền', '2. Các khoản tương đương tiền', 'II. Đầu tư tài chính ngắn hạn', '1. Chứng khoán kinh doanh', '2. Dự phòng giảm giá chứng khoán kinh doanh', '3. Đầu tư nắm giữ đến ngày đáo hạn', 'III. Các khoản phải thu ngắn hạn', '1. Phải thu ngắn hạn của khách hàng', '2. Trả trước cho người bán ngắn hạn', '4. Phải thu theo tiến độ kế hoạch hợp đồng xây dựng', '5. Phải thu về cho vay ngắn hạn', '6. Phải thu ngắn hạn khác', '7. Dự phòng phải thu ngắn hạn khó đòi', '8. Tài sản thiếu chờ xử lý', 'IV. Hàng tồn kho', '1. Hàng tồn kho', '2. Dự phòng giảm giá hàng tồn kho', 'V. Tài sản ngắn hạn khác']..., số giá trị độc nhất: 149 Industry: ['Phần mềm']..., số giá trị độc nhất: 1 Stocks: ['FPT, CMG, ELC, PIA,']..., số giá trị độc nhất: 1 2023: ['41,176,856,266,786', '9,000,644,223,945', '6,534,071,120,199', '2,466,573,103,746', '17,328,426,700,214', '723,320,938', '-143,175,938', '17,327,846,555,214', '11,850,897,845,536', '11,102,593,825,132', '570,048,594,045', '176,770,894,412', '6,515,430,000', '1,025,685,989,832', '-1,030,716,887,885', nan, '1,844,876,228,649', '1,976,422,078,087', '-131,545,849,438', '1,152,011,268,442']..., số giá trị độc nhất: 142 2024: ['46,746,724,331,863', '9,637,339,168,495', '6,922,885,051,500', '2,714,454,116,995', '21,933,868,963,443', '749,959,368', '-221,176,768', '21,933,340,180,843', '12,088,573,389,226', '11,211,036,415,429', '638,092,077,015', '136,097,256,629', '38,670,917,590', '773,410,939,040', '-708,734,216,477', nan, '1,921,662,268,580', '2,055,129,806,063', '-133,467,537,483', '1,165,280,542,119']..., số giá trị độc nhất: 139 6M_2023: ['43,101,926,390,492', '6,730,217,171,219', '4,495,528,252,950', '2,234,688,918,269', '21,470,824,691,241', '723,320,938', '-268,670,138', '21,470,370,040,441', '11,223,415,380,774', '9,981,786,202,250', '680,846,536,071', '227,380,785,100', '57,294,368,657', '1,132,431,358,339', '-856,356,269,743', '32,400,100', '2,527,731,549,066', '2,680,899,367,849', '-153,167,818,783', '1,149,737,598,192']..., số giá trị độc nhất: 142 6M_2024: ['45,781,144,089,909', '7,570,970,694,455', '6,232,306,042,464', '1,338,664,651,991', '21,180,164,691,492', '723,320,938', '-146,850,538', '21,179,588,221,092', '13,504,325,563,477', '12,556,514,607,316', '753,868,526,920', '196,821,565,607', '34,634,400,000', '1,067,148,749,503', '-1,104,662,285,869', nan, '2,214,873,134,213', '2,352,223,162,114', '-137,350,027,901', '1,310,810,006,272']..., số giá trị độc nhất: 141 9M_2023: ['44,294,661,891,281', '7,896,778,263,547', '5,481,299,897,879', '2,415,478,365,668', '20,733,962,016,106', '723,320,938', '-144,829,938', '20,733,383,525,106', '12,159,938,063,475', '10,999,719,888,721', '566,246,561,470', '229,678,782,310', '69,078,966,120', '1,205,006,318,977', '-909,824,854,223', '32,400,100', '2,208,195,711,189', '2,351,683,892,286', '-143,488,181,097', '1,295,787,836,964']..., số giá trị độc nhất: 146 9M_2024: ['47,608,781,960,425', '8,745,271,933,375', '5,947,912,694,858', '2,797,359,238,517', '20,800,691,260,819', '723,320,938', '-131,512,538', '20,800,099,452,419', '14,261,316,238,103', '12,914,129,205,928', '711,329,028,738', '194,158,152,911', '59,543,915,000', '1,121,507,412,409', '-739,351,476,883', nan, '2,397,216,149,917', '2,532,066,130,389', '-134,849,980,472', '1,404,286,378,211']..., số giá trị độc nhất: 144 Q1_2023: ['33,626,105,991,702', '3,586,504,967,948', '3,327,521,498,605', '258,983,469,343', '14,786,290,200,117', '723,320,938', '-435,317,938', '14,786,002,197,117', '11,598,723,712,167', '9,950,127,473,631', '796,892,154,632', '231,842,985,934', '60,498,311,424', '1,400,612,864,734', '-841,250,078,188', nan, '2,514,470,423,004', '2,667,880,393,115', '-153,409,970,111', '1,140,116,688,466']..., số giá trị độc nhất: 139 Q1_2024: ['42,308,308,576,314', '6,956,772,470,143', '5,909,153,328,785', '1,047,619,141,358', '19,491,600,760,207', '723,320,938', '-143,175,938', '19,491,020,615,207', '12,342,715,746,710', '11,440,360,149,239', '754,613,456,801', '190,429,912,043', '8,954,020,000', '1,045,623,715,352', '-1,097,265,506,725', nan, '2,163,871,292,657', '2,304,065,600,308', '-140,194,307,651', '1,353,348,306,597']..., số giá trị độc nhất: 143 Q2_2023: ['43,151,957,831,183', '6,730,073,826,165', '4,495,384,907,896', '2,234,688,918,269', '21,470,824,691,241', '723,320,938', '-268,670,138', '21,470,370,040,441', '11,268,342,239,850', '10,005,545,090,160', '681,152,289,860', '227,380,785,100', '57,294,368,657', '1,153,503,013,498', '-856,565,707,525', '32,400,100', '2,514,189,916,999', '2,667,357,735,782', '-153,167,818,783', '1,168,527,156,928']..., số giá trị độc nhất: 113 Q2_2024: ['45,822,321,724,154', '7,540,934,666,883', '6,232,270,014,892', '1,308,664,651,991', '21,210,171,291,492', '723,320,938', '-146,850,538', '21,209,594,821,092', '13,559,427,091,553', '12,603,288,265,120', '759,763,925,452', '196,821,565,607', '34,634,400,000', '1,069,581,221,243', '-1,104,662,285,869', nan, '2,200,168,103,875', '2,337,518,131,776', '-137,350,027,901', '1,311,620,570,351']..., số giá trị độc nhất: 112 Q3_2023: ['44,294,661,891,281', '7,896,778,263,547', '5,481,299,897,879', '2,415,478,365,668', '20,733,962,016,106', '723,320,938', '-144,829,938', '20,733,383,525,106', '12,159,938,063,475', '10,999,719,888,721', '566,246,561,470', '229,678,782,310', '69,078,966,120', '1,205,006,318,977', '-909,824,854,223', '32,400,100', '2,208,195,711,189', '2,351,683,892,286', '-143,488,181,097', '1,295,787,836,964']..., số giá trị độc nhất: 114 Q3_2024: ['47,608,781,960,425', '8,745,271,933,375', '5,947,912,694,858', '2,797,359,238,517', '20,800,691,260,819', '723,320,938', '-131,512,538', '20,800,099,452,419', '14,261,316,238,103', '12,914,129,205,928', '711,329,028,738', '194,158,152,911', '59,543,915,000', '1,121,507,412,409', '-739,351,476,883', nan, '2,397,216,149,917', '2,532,066,130,389', '-134,849,980,472', '1,404,286,378,211']..., số giá trị độc nhất: 112 Q4_2023: ['41,263,007,381,893', '9,015,920,680,617', '6,534,347,576,871', '2,481,573,103,746', '17,315,426,700,214', '723,320,938', '-143,175,938', '17,314,846,555,214', '11,787,324,659,961', '11,137,292,535,184', '453,556,174,180', '182,965,994,736', '515,430,000', '1,042,293,209,295', '-1,029,331,083,534', '32,400,100', '1,828,897,812,199', '1,960,443,661,637', '-131,545,849,438', '1,315,437,528,902']..., số giá trị độc nhất: 111 Q4_2024: ['46,746,724,331,863', '9,637,339,168,495', '6,922,885,051,500', '2,714,454,116,995', '21,933,868,963,443', '749,959,368', '-221,176,768', '21,933,340,180,843', '12,088,573,389,226', '11,211,036,415,429', '638,092,077,015', '136,097,256,629', '38,670,917,590', '773,410,939,040', '-708,734,216,477', nan, '1,921,662,268,580', '2,055,129,806,063', '-133,467,537,483', '1,165,280,542,119']..., số giá trị độc nhất: 109 Các bản ghi bị trùng:
| No. | Indicator | Industry | Stocks | 2023 | 2024 | 6M_2023 | 6M_2024 | 9M_2023 | 9M_2024 | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: financialreport_metrics_FPT_CMG_processed.csv financialreport_metrics_FPT_CMG_processed.csv
| Indicator | StockID | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Beta\nLần | CMG | 1.02 | 0.93 | 1.04 | 1.18 | 0.94 | 1.19 | 1.01 | NaN |
| 1 | Beta\nLần | FPT | 0.78 | 0.76 | 0.74 | 0.80 | 0.75 | 0.81 | 0.77 | 0.96 |
| 2 | Chi phí bán hàng/Doanh thu thuần\n% | CMG | 5.61 | 6.70 | 6.34 | 6.01 | 5.75 | 5.82 | 8.53 | NaN |
| 3 | Chi phí bán hàng/Doanh thu thuần\n% | FPT | 9.43 | 9.71 | 9.92 | 10.42 | 10.42 | 9.83 | 8.96 | 9.57 |
| 4 | Chi phí lãi vay/Doanh thu thuần\n% | CMG | 1.16 | 1.02 | 1.27 | 0.93 | 1.17 | 1.05 | 0.97 | NaN |
| Indicator | StockID | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 132 | Vòng quay vốn chủ sở hữu\nVòng | FPT | 0.45 | 0.46 | 0.45 | 0.47 | 0.48 | 0.47 | 0.50 | 0.49 |
| 133 | XDCBDD/Tài sản cố định\n% | CMG | 33.49 | 37.38 | 35.57 | 39.47 | 37.19 | 43.64 | 33.44 | NaN |
| 134 | XDCBDD/Tài sản cố định\n% | FPT | 10.35 | 10.35 | 14.33 | 10.27 | 10.02 | 10.21 | 9.64 | 17.25 |
| 135 | Đầu tư tài chính ngắn hạn/Tài sản ngắn hạn\n% | CMG | 25.75 | 32.45 | 27.84 | 30.88 | 28.37 | 32.38 | 33.84 | NaN |
| 136 | Đầu tư tài chính ngắn hạn/Tài sản ngắn hạn\n% | FPT | 46.95 | 48.38 | 52.77 | 48.79 | 49.63 | 45.63 | 43.87 | 47.91 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 137 entries, 0 to 136 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Indicator 137 non-null object 1 StockID 137 non-null object 2 Q1_2023 137 non-null object 3 Q1_2024 137 non-null object 4 Q2_2023 121 non-null object 5 Q2_2024 121 non-null object 6 Q3_2023 121 non-null object 7 Q3_2024 121 non-null object 8 Q4_2023 121 non-null object 9 Q4_2024 61 non-null object dtypes: object(10) memory usage: 10.8+ KB None Số giá trị bị rỗng: Indicator 0 StockID 0 Q1_2023 0 Q1_2024 0 Q2_2023 16 Q2_2024 16 Q3_2023 16 Q3_2024 16 Q4_2023 16 Q4_2024 76 dtype: int64 Thống kê các giá trị:
| Indicator | StockID | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|
| count | 137 | 137 | 137 | 137 | 121 | 121 | 121 | 121 | 121 | 61 |
| unique | 69 | 2 | 136 | 134 | 120 | 117 | 118 | 118 | 120 | 60 |
| top | Beta\nLần | FPT | 0.36 | 0.02 | 0.20 | 14.65 | 16.55 | 1.19 | 0.50 | 0.01 |
| freq | 2 | 69 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
Indicator 69 StockID 2 Q1_2023 136 Q1_2024 134 Q2_2023 120 Q2_2024 117 Q3_2023 118 Q3_2024 118 Q4_2023 120 Q4_2024 60 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Indicator: ['Beta\nLần', 'Chi phí bán hàng/Doanh thu thuần\n%', 'Chi phí lãi vay/Doanh thu thuần\n%', 'Chi phí quản lý doanh nghiệp/Doanh thu thuần\n%', 'Chỉ số giá thị trường trên doanh thu thuần (P/S)\nLần', 'Chỉ số giá thị trường trên giá trị sổ sách (P/B)\nLần', 'Chỉ số giá thị trường trên thu nhập (P/E)\nLần', 'Dòng tiền từ HĐKD trên Lợi nhuận thuần từ HĐKD\n%', 'Dòng tiền từ HĐKD trên Tổng tài sản\n%', 'Dòng tiền từ HĐKD trên Vốn chủ sở hữu\n%', 'Dòng tiền từ HĐKD trên mỗi cổ phần (CPS)\nVNĐ', 'Giá trị doanh nghiệp trên lợi nhuận trước thuế và lãi vay (EV/EBIT)\nLần', 'Giá trị sổ sách của cổ phiếu (BVPS)\nVNĐ', 'Giá vốn hàng bán/Doanh thu thuần\n%', 'Hàng tồn kho/Tài sản ngắn hạn\n%', 'Khả năng chi trả nợ ngắn hạn từ dòng tiền HĐKD\n%', 'Khả năng chi trả nợ ngắn hạn từ lưu chuyển tiền thuần trong kỳ\n%', 'Khả năng thanh toán lãi vay\nLần', 'Khả năng thanh toán nợ từ dòng tiền HĐKD\n%', 'Phải thu ngắn hạn/Tài sản ngắn hạn\n%']..., số giá trị độc nhất: 69 StockID: ['CMG', 'FPT']..., số giá trị độc nhất: 2 Q1_2023: ['1.02', '0.78', '5.61', '9.43', '1.16', '1.27', '6.04', '13.63', '3.39', '7.43', '1.89', '3.21', '15.30', '15.04', '23.07', '-68.04', '0.36', '-2.81', '0.79', '-5.27']..., số giá trị độc nhất: 136 Q1_2024: ['0.93', '0.76', '6.70', '9.71', '1.02', '0.98', '6.52', '12.94', '4.23', '10.50', '2.21', '4.66', '19.81', '21.02', '69.50', '-26.14', '1.09', '-1.06', '2.31', '-2.07']..., số giá trị độc nhất: 134 Q2_2023: ['1.04', '0.74', '6.34', '9.92', '1.27', '1.70', '7.07', '11.82', '3.89', '7.61', '2.15', '3.32', '20.57', '16.26', nan, '79.76', '46.38', '21,514', '25,891', '82.77']..., số giá trị độc nhất: 121 Q2_2024: ['1.18', '0.80', '6.01', '10.42', '0.93', '0.98', '5.78', '11.26', '5.32', '12.50', '3.37', '5.81', '32.78', '23.23', nan, '124.75', '73.04', '18,091', '22,446', '84.99']..., số giá trị độc nhất: 118 Q3_2023: ['0.94', '0.75', '5.75', '10.42', '1.17', '1.93', '6.05', '12.89', '3.40', '8.56', '2.20', '4.15', '21.63', '17.31', nan, '37.74', '49.94', '21,740', '22,365', '80.79']..., số giá trị độc nhất: 119 Q3_2024: ['1.19', '0.81', '5.82', '9.83', '1.05', '5.43', '11.37', '4.20', '12.35', '2.70', '5.55', '29.25', '23.80', nan, '57.88', '68.75', '18,833', '24,213', '80.63', '61.27']..., số giá trị độc nhất: 119 Q4_2023: ['1.01', '0.77', '8.53', '8.96', '0.97', '1.41', '8.16', '13.48', '5.01', '8.31', '2.47', '4.08', '20.28', '17.55', nan, '107.39', '50.26', '17,585', '23,580', '79.81']..., số giá trị độc nhất: 121 Q4_2024: [nan, '0.96', '9.57', '0.77', '9.86', '12.74', '6.27', '26.77', '76.23', '24,332', '63.20', '4.04', '22.95', '25.02', '5,697', '221.15', '123.33', '63.87', '20.48', '86.24']..., số giá trị độc nhất: 61 Các bản ghi bị trùng:
| Indicator | StockID | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: financialreport_metrics_Nhóm ngành_Công nghệ thông tin (of FPT_CMG)_processed.csv financialreport_metrics_Nhóm ngành_Công nghệ thông tin (of FPT_CMG)_processed.csv
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Chi phí bán hàng/Doanh thu thuần\n% | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 8.77 | 9.20 | 9.03 | 9.40 | 9.22 | 8.78 | 8.26 | 9.07 |
| 1 | Chi phí lãi vay/ Doanh thu thuần\n% | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 1.90 | 5.58 | 2.34 | 1.83 | 2.30 | 1.23 | 1.79 | 1.01 |
| 2 | Chi phí quản lý doanh nghiệp/ Doanh thu thuần\n% | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 12.51 | 11.91 | 10.38 | 10.28 | 11.69 | 10.61 | 13.09 | 10.56 |
| 3 | Chỉ số giá thị trường trên giá trị sổ sách (P/... | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 2.82 | 4.14 | 2.95 | 5.22 | 3.63 | 4.96 | 3.62 | 5.93 |
| 4 | Chỉ số giá thị trường trên thu nhập (P/E)\nLần | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 17.63 | 21.44 | 18.13 | 24.22 | 19.12 | 24.36 | 18.23 | 26.16 |
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 56 | Vòng quay tài sản cố định (Hiệu suất sử dụng t... | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 0.83 | 0.88 | 0.88 | 0.97 | 0.95 | 1.03 | 0.98 | 1.10 |
| 57 | Vòng quay tổng tài sản (Hiệu suất sử dụng toàn... | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 0.21 | 0.21 | 0.20 | 0.22 | 0.22 | 0.23 | 0.23 | 0.23 |
| 58 | Vòng quay vốn chủ sở hữu\nVòng | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 0.43 | 0.44 | 0.44 | 0.48 | 0.50 | 0.48 | 0.50 | 0.50 |
| 59 | XDCBDD/Tài sản cố định\n% | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 16.57 | 16.47 | 19.69 | 16.57 | 16.30 | 16.97 | 15.58 | 20.95 |
| 60 | Đầu tư tài chính ngắn hạn/Tài sản ngắn hạn\n% | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 39.11 | 43.22 | 45.46 | 42.85 | 42.88 | 39.63 | 38.25 | 43.62 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 61 entries, 0 to 60 Data columns (total 11 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Indicator 61 non-null object 1 Industry 61 non-null object 2 Stocks 61 non-null object 3 Q1_2023 61 non-null object 4 Q1_2024 61 non-null object 5 Q2_2023 61 non-null object 6 Q2_2024 61 non-null object 7 Q3_2023 61 non-null object 8 Q3_2024 61 non-null object 9 Q4_2023 61 non-null object 10 Q4_2024 61 non-null object dtypes: object(11) memory usage: 5.4+ KB None Số giá trị bị rỗng: Indicator 0 Industry 0 Stocks 0 Q1_2023 0 Q1_2024 0 Q2_2023 0 Q2_2024 0 Q3_2023 0 Q3_2024 0 Q4_2023 0 Q4_2024 0 dtype: int64 Thống kê các giá trị:
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 |
| unique | 61 | 1 | 1 | 61 | 61 | 60 | 58 | 58 | 57 | 58 | 57 |
| top | Chi phí bán hàng/Doanh thu thuần\n% | Công nghệ thông tin | FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA, | 8.77 | 9.20 | 17.71 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| freq | 1 | 61 | 61 | 1 | 1 | 2 | 3 | 3 | 3 | 3 | 3 |
Indicator 61 Industry 1 Stocks 1 Q1_2023 61 Q1_2024 61 Q2_2023 60 Q2_2024 58 Q3_2023 58 Q3_2024 57 Q4_2023 58 Q4_2024 57 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Indicator: ['Chi phí bán hàng/Doanh thu thuần\n%', 'Chi phí lãi vay/ Doanh thu thuần\n%', 'Chi phí quản lý doanh nghiệp/ Doanh thu thuần\n%', 'Chỉ số giá thị trường trên giá trị sổ sách (P/B)\nLần', 'Chỉ số giá thị trường trên thu nhập (P/E)\nLần', 'Doanh thu thuần\n%', 'Giá trị sổ sách của cổ phiếu (BVPS)\nVNĐ', 'Giá vốn hàng bán/Doanh thu thuần\n%', 'Hàng tồn kho/Tài sản ngắn hạn\n%', 'Khả năng chi trả Nợ ngắn hạn từ dòng tiền HĐKD\n%', 'Khả năng chi trả Nợ ngắn hạn từ lưu chuyển tiền thuần trong kỳ\n%', 'Khả năng thanh toán lãi vay\nLần', 'Lợi nhuận gộp\n%', 'Nợ dài hạn\n%', 'Nợ phải trả\n%', 'P/S\nLần', 'Phải thu ngắn hạn/Tài sản ngắn hạn\n%', 'Thu nhập trên mỗi cổ phần (EPS)\nVNĐ', 'Thời gian thu tiền khách hàng bình quân\nNgày', 'Thời gian trả tiền khách hàng bình quân\nNgày']..., số giá trị độc nhất: 61 Industry: ['Công nghệ thông tin']..., số giá trị độc nhất: 1 Stocks: ['FPT, POT, DLG, ITD, SMT, CMG, ELC, PIA,']..., số giá trị độc nhất: 1 Q1_2023: ['8.77', '1.90', '12.51', '2.82', '17.63', '13.26', '19,794', '64.80', '9.82', '-4.31', '-10.87', '9.14', '13.52', '-31.42', '-19.27', '6.60', '37.50', '3,156', '76.55', '46.02']..., số giá trị độc nhất: 61 Q1_2024: ['9.20', '5.58', '11.91', '4.14', '21.44', '16.27', '19,746', '64.14', '6.99', '-1.43', '-5.77', '3.87', '18.45', '15.27', '17.78', '9.48', '30.60', '3,831', '71.40', '42.60']..., số giá trị độc nhất: 61 Q2_2023: ['9.03', '2.34', '10.38', '2.95', '18.13', '16.16', '20,668', '66.88', '7.83', '-0.70', '0.21', '7.55', '11.64', '-31.37', '-0.90', '6.73', '29.20', '3,377', '71.49', '40.53']..., số giá trị độc nhất: 60 Q2_2024: ['9.40', '1.83', '10.28', '5.22', '24.22', '21.65', '18,485', '66.95', '6.82', '0.00', '9.07', '21.39', '14.99', '1.66', '10.88', '31.71', '3,874', '69.29', '36.52', '24.53']..., số giá trị độc nhất: 58 Q3_2023: ['9.22', '2.30', '11.69', '3.63', '19.12', '17.27', '18,765', '64.74', '7.01', '0.00', '7.51', '23.29', '-30.32', '8.03', '7.27', '30.25', '3,471', '68.00', '36.97', '27.39']..., số giá trị độc nhất: 58 Q3_2024: ['8.78', '1.23', '10.61', '4.96', '24.36', '14.26', '19,807', '65.72', '7.02', '0.00', '13.94', '11.09', '11.48', '-3.72', '10.41', '33.30', '3,946', '68.21', '35.61', '25.61']..., số giá trị độc nhất: 57 Q4_2023: ['8.26', '1.79', '13.09', '3.62', '18.23', '9.20', '19,012', '66.13', '6.23', '0.00', '8.31', '5.82', '-20.18', '11.91', '7.20', '31.85', '3,467', '66.15', '36.47', '21.24']..., số giá trị độc nhất: 58 Q4_2024: ['9.07', '1.01', '10.56', '5.93', '26.16', '2.80', '20,243', '64.58', '5.08', '0.00', '17.43', '7.53', '-7.36', '0.76', '11.91', '29.29', '4,511', '61.25', '42.02', '18.84']..., số giá trị độc nhất: 57 Các bản ghi bị trùng:
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: financialreport_metrics_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ (of FPT_CMG)_processed.csv financialreport_metrics_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ (of FPT_CMG)_processed.csv
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Chi phí bán hàng/Doanh thu thuần\n% | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 9.06 | 9.41 | 9.37 | 9.78 | 9.47 | 9.06 | 8.73 | 9.47 |
| 1 | Chi phí lãi vay/ Doanh thu thuần\n% | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 1.28 | 1.01 | 1.66 | 0.99 | 1.77 | 0.83 | 1.34 | 0.75 |
| 2 | Chi phí quản lý doanh nghiệp/ Doanh thu thuần\n% | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 12.66 | 12.13 | 11.05 | 10.43 | 11.76 | 10.28 | 12.61 | 9.82 |
| 3 | Chỉ số giá thị trường trên giá trị sổ sách (P/... | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 2.93 | 4.24 | 3.06 | 5.34 | 3.78 | 5.07 | 3.74 | 6.11 |
| 4 | Chỉ số giá thị trường trên thu nhập (P/E)\nLần | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 15.04 | 21.01 | 16.51 | 23.74 | 17.63 | 24.03 | 17.76 | 26.69 |
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 56 | Vòng quay tài sản cố định (Hiệu suất sử dụng t... | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 0.96 | 1.00 | 1.01 | 1.07 | 1.09 | 1.15 | 1.08 | 1.21 |
| 57 | Vòng quay tổng tài sản (Hiệu suất sử dụng toàn... | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 0.23 | 0.22 | 0.21 | 0.24 | 0.23 | 0.25 | 0.25 | 0.24 |
| 58 | Vòng quay vốn chủ sở hữu\nVòng | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 0.43 | 0.44 | 0.44 | 0.47 | 0.51 | 0.47 | 0.49 | 0.49 |
| 59 | XDCBDD/Tài sản cố định\n% | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 13.99 | 13.99 | 17.45 | 14.11 | 13.83 | 14.49 | 13.00 | 18.60 |
| 60 | Đầu tư tài chính ngắn hạn/Tài sản ngắn hạn\n% | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 42.52 | 45.17 | 48.36 | 45.22 | 45.55 | 42.45 | 40.97 | 46.92 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 61 entries, 0 to 60 Data columns (total 11 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Indicator 61 non-null object 1 Industry 61 non-null object 2 Stocks 61 non-null object 3 Q1_2023 61 non-null object 4 Q1_2024 61 non-null object 5 Q2_2023 61 non-null object 6 Q2_2024 61 non-null object 7 Q3_2023 61 non-null object 8 Q3_2024 61 non-null object 9 Q4_2023 61 non-null object 10 Q4_2024 61 non-null object dtypes: object(11) memory usage: 5.4+ KB None Số giá trị bị rỗng: Indicator 0 Industry 0 Stocks 0 Q1_2023 0 Q1_2024 0 Q2_2023 0 Q2_2024 0 Q3_2023 0 Q3_2024 0 Q4_2023 0 Q4_2024 0 dtype: int64 Thống kê các giá trị:
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 |
| unique | 61 | 1 | 1 | 60 | 59 | 58 | 58 | 58 | 57 | 58 | 58 |
| top | Chi phí bán hàng/Doanh thu thuần\n% | Phần mềm và dịch vụ | FPT, ITD, CMG, ELC, PIA, | 1.29 | 0.22 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| freq | 1 | 61 | 61 | 2 | 2 | 3 | 3 | 3 | 3 | 3 | 3 |
Indicator 61 Industry 1 Stocks 1 Q1_2023 60 Q1_2024 59 Q2_2023 58 Q2_2024 58 Q3_2023 58 Q3_2024 57 Q4_2023 58 Q4_2024 58 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Indicator: ['Chi phí bán hàng/Doanh thu thuần\n%', 'Chi phí lãi vay/ Doanh thu thuần\n%', 'Chi phí quản lý doanh nghiệp/ Doanh thu thuần\n%', 'Chỉ số giá thị trường trên giá trị sổ sách (P/B)\nLần', 'Chỉ số giá thị trường trên thu nhập (P/E)\nLần', 'Doanh thu thuần\n%', 'Giá trị sổ sách của cổ phiếu (BVPS)\nVNĐ', 'Giá vốn hàng bán/Doanh thu thuần\n%', 'Hàng tồn kho/Tài sản ngắn hạn\n%', 'Khả năng chi trả Nợ ngắn hạn từ dòng tiền HĐKD\n%', 'Khả năng chi trả Nợ ngắn hạn từ lưu chuyển tiền thuần trong kỳ\n%', 'Khả năng thanh toán lãi vay\nLần', 'Lợi nhuận gộp\n%', 'Nợ dài hạn\n%', 'Nợ phải trả\n%', 'P/S\nLần', 'Phải thu ngắn hạn/Tài sản ngắn hạn\n%', 'Thu nhập trên mỗi cổ phần (EPS)\nVNĐ', 'Thời gian thu tiền khách hàng bình quân\nNgày', 'Thời gian trả tiền khách hàng bình quân\nNgày']..., số giá trị độc nhất: 61 Industry: ['Phần mềm và dịch vụ']..., số giá trị độc nhất: 1 Stocks: ['FPT, ITD, CMG, ELC, PIA,']..., số giá trị độc nhất: 1 Q1_2023: ['9.06', '1.28', '12.66', '2.93', '15.04', '15.78', '23,484', '64.17', '8.32', '-5.37', '-12.24', '13.50', '14.54', '-55.86', '-22.03', '6.79', '35.32', '4,612', '70.42', '41.79']..., số giá trị độc nhất: 60 Q1_2024: ['9.41', '1.01', '12.13', '4.24', '21.01', '17.81', '23,227', '63.70', '5.69', '-2.02', '-6.31', '17.03', '19.33', '57.97', '22.97', '9.67', '29.65', '4,751', '66.56', '40.01']..., số giá trị độc nhất: 59 Q2_2023: ['9.37', '1.66', '11.05', '3.06', '16.51', '18.77', '24,530', '65.87', '6.63', '0.00', '10.50', '13.40', '-53.92', '-0.29', '6.94', '27.03', '4,580', '65.68', '36.48', '27.56']..., số giá trị độc nhất: 58 Q2_2024: ['9.78', '0.99', '10.43', '5.34', '23.74', '21.48', '21,349', '66.19', '5.71', '0.00', '16.53', '20.32', '55.87', '2.97', '11.32', '29.90', '4,778', '65.77', '34.33', '20.55']..., số giá trị độc nhất: 58 Q3_2023: ['9.47', '1.77', '11.76', '3.78', '17.63', '20.17', '21,792', '64.30', '5.63', '0.00', '9.64', '24.55', '-51.89', '10.00', '7.43', '28.34', '4,627', '63.10', '33.41', '21.48']..., số giá trị độc nhất: 58 Q3_2024: ['9.06', '0.83', '10.28', '5.07', '24.03', '13.65', '22,889', '65.06', '6.09', '0.00', '20.36', '11.23', '46.82', '-3.25', '10.74', '30.35', '4,800', '63.71', '33.24', '21.67']..., số giá trị độc nhất: 57 Q4_2023: ['8.73', '1.34', '12.61', '3.74', '17.76', '10.26', '22,066', '64.79', '5.02', '0.00', '11.95', '6.26', '-35.37', '14.28', '7.58', '29.30', '4,683', '61.60', '33.16', '17.26']..., số giá trị độc nhất: 58 Q4_2024: ['9.47', '0.75', '9.82', '6.11', '26.69', '3.01', '23,820', '63.22', '4.11', '0.00', '23.52', '7.63', '-9.24', '3.20', '12.57', '25.86', '5,435', '56.55', '38.97', '15.33']..., số giá trị độc nhất: 58 Các bản ghi bị trùng:
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: financialreport_metrics_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ_Phần mềm (of FPT_CMG)_processed.csv financialreport_metrics_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ_Phần mềm (of FPT_CMG)_processed.csv
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Chi phí bán hàng/Doanh thu thuần\n% | Phần mềm | FPT, CMG, ELC, PIA, | 8.99 | 9.35 | 9.42 | 9.82 | 9.57 | 9.13 | 8.76 | 9.47 |
| 1 | Chi phí lãi vay/ Doanh thu thuần\n% | Phần mềm | FPT, CMG, ELC, PIA, | 1.22 | 0.97 | 1.63 | 0.97 | 1.76 | 0.82 | 1.32 | 0.75 |
| 2 | Chi phí quản lý doanh nghiệp/ Doanh thu thuần\n% | Phần mềm | FPT, CMG, ELC, PIA, | 12.61 | 12.09 | 11.08 | 10.54 | 11.65 | 10.32 | 12.61 | 9.82 |
| 3 | Chỉ số giá thị trường trên giá trị sổ sách (P/... | Phần mềm | FPT, CMG, ELC, PIA, | 2.97 | 4.28 | 3.10 | 5.40 | 3.82 | 5.13 | 3.79 | 6.11 |
| 4 | Chỉ số giá thị trường trên thu nhập (P/E)\nLần | Phần mềm | FPT, CMG, ELC, PIA, | 14.99 | 20.84 | 16.42 | 23.54 | 17.50 | 24.01 | 17.59 | 26.69 |
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 56 | Vòng quay tài sản cố định (Hiệu suất sử dụng t... | Phần mềm | FPT, CMG, ELC, PIA, | 0.95 | 1.00 | 1.00 | 1.06 | 1.07 | 1.13 | 1.06 | 1.21 |
| 57 | Vòng quay tổng tài sản (Hiệu suất sử dụng toàn... | Phần mềm | FPT, CMG, ELC, PIA, | 0.23 | 0.23 | 0.21 | 0.24 | 0.23 | 0.24 | 0.24 | 0.24 |
| 58 | Vòng quay vốn chủ sở hữu\nVòng | Phần mềm | FPT, CMG, ELC, PIA, | 0.43 | 0.44 | 0.44 | 0.47 | 0.50 | 0.47 | 0.49 | 0.49 |
| 59 | XDCBDD/Tài sản cố định\n% | Phần mềm | FPT, CMG, ELC, PIA, | 14.07 | 14.13 | 17.59 | 14.23 | 13.91 | 14.63 | 13.10 | 18.60 |
| 60 | Đầu tư tài chính ngắn hạn/Tài sản ngắn hạn\n% | Phần mềm | FPT, CMG, ELC, PIA, | 43.61 | 45.81 | 49.33 | 45.99 | 46.44 | 43.24 | 41.68 | 46.92 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 61 entries, 0 to 60 Data columns (total 11 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Indicator 61 non-null object 1 Industry 61 non-null object 2 Stocks 61 non-null object 3 Q1_2023 61 non-null object 4 Q1_2024 61 non-null object 5 Q2_2023 61 non-null object 6 Q2_2024 61 non-null object 7 Q3_2023 61 non-null object 8 Q3_2024 61 non-null object 9 Q4_2023 61 non-null object 10 Q4_2024 61 non-null object dtypes: object(11) memory usage: 5.4+ KB None Số giá trị bị rỗng: Indicator 0 Industry 0 Stocks 0 Q1_2023 0 Q1_2024 0 Q2_2023 0 Q2_2024 0 Q3_2023 0 Q3_2024 0 Q4_2023 0 Q4_2024 0 dtype: int64 Thống kê các giá trị:
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 | 61 |
| unique | 61 | 1 | 1 | 60 | 61 | 58 | 58 | 58 | 58 | 58 | 58 |
| top | Chi phí bán hàng/Doanh thu thuần\n% | Phần mềm | FPT, CMG, ELC, PIA, | 14.07 | 9.35 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| freq | 1 | 61 | 61 | 2 | 1 | 3 | 3 | 3 | 3 | 3 | 3 |
Indicator 61 Industry 1 Stocks 1 Q1_2023 60 Q1_2024 61 Q2_2023 58 Q2_2024 58 Q3_2023 58 Q3_2024 58 Q4_2023 58 Q4_2024 58 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Indicator: ['Chi phí bán hàng/Doanh thu thuần\n%', 'Chi phí lãi vay/ Doanh thu thuần\n%', 'Chi phí quản lý doanh nghiệp/ Doanh thu thuần\n%', 'Chỉ số giá thị trường trên giá trị sổ sách (P/B)\nLần', 'Chỉ số giá thị trường trên thu nhập (P/E)\nLần', 'Doanh thu thuần\n%', 'Giá trị sổ sách của cổ phiếu (BVPS)\nVNĐ', 'Giá vốn hàng bán/Doanh thu thuần\n%', 'Hàng tồn kho/Tài sản ngắn hạn\n%', 'Khả năng chi trả Nợ ngắn hạn từ dòng tiền HĐKD\n%', 'Khả năng chi trả Nợ ngắn hạn từ lưu chuyển tiền thuần trong kỳ\n%', 'Khả năng thanh toán lãi vay\nLần', 'Lợi nhuận gộp\n%', 'Nợ dài hạn\n%', 'Nợ phải trả\n%', 'P/S\nLần', 'Phải thu ngắn hạn/Tài sản ngắn hạn\n%', 'Thu nhập trên mỗi cổ phần (EPS)\nVNĐ', 'Thời gian thu tiền khách hàng bình quân\nNgày', 'Thời gian trả tiền khách hàng bình quân\nNgày']..., số giá trị độc nhất: 61 Industry: ['Phần mềm']..., số giá trị độc nhất: 1 Stocks: ['FPT, CMG, ELC, PIA,']..., số giá trị độc nhất: 1 Q1_2023: ['8.99', '1.22', '12.61', '2.97', '14.99', '16.17', '23,725', '64.02', '7.79', '-5.57', '-12.47', '14.44', '14.07', '-56.32', '-23.71', '6.85', '34.50', '4,732', '67.50', '40.09']..., số giá trị độc nhất: 60 Q1_2024: ['9.35', '0.97', '12.09', '4.28', '20.84', '18.24', '23,481', '63.62', '5.28', '-2.01', '-6.22', '17.86', '19.56', '57.02', '24.40', '9.73', '29.31', '4,901', '65.40', '39.40']..., số giá trị độc nhất: 61 Q2_2023: ['9.42', '1.63', '11.08', '3.10', '16.42', '19.05', '24,804', '65.68', '6.16', '0.00', '10.79', '12.23', '-54.32', '-1.73', '7.07', '26.30', '4,706', '63.96', '35.24', '25.67']..., số giá trị độc nhất: 58 Q2_2024: ['9.82', '0.97', '10.54', '5.40', '23.54', '22.19', '21,525', '65.98', '5.06', '0.00', '16.88', '21.11', '52.11', '3.33', '11.49', '29.67', '4,921', '65.38', '33.83', '18.23']..., số giá trị độc nhất: 58 Q3_2023: ['9.57', '1.76', '11.65', '3.82', '17.50', '18.87', '21,999', '63.72', '5.22', '0.00', '10.04', '23.94', '-52.79', '8.40', '7.62', '27.64', '4,766', '61.61', '32.63', '20.18']..., số giá trị độc nhất: 58 Q3_2024: ['9.13', '0.82', '10.32', '5.13', '24.01', '14.45', '23,089', '64.74', '5.33', '0.00', '20.97', '11.25', '46.19', '-3.07', '10.96', '30.17', '4,907', '63.50', '32.99', '19.13']..., số giá trị độc nhất: 58 Q4_2023: ['8.76', '1.32', '12.61', '3.79', '17.59', '10.40', '22,277', '64.54', '4.61', '0.00', '12.29', '6.60', '-36.33', '15.31', '7.72', '28.83', '4,874', '60.51', '32.46', '15.91']..., số giá trị độc nhất: 58 Q4_2024: ['9.47', '0.75', '9.82', '6.11', '26.69', '5.25', '23,820', '63.22', '4.11', '0.00', '23.52', '9.19', '-7.09', '5.34', '12.57', '25.86', '5,435', '56.55', '38.97', '15.33']..., số giá trị độc nhất: 58 Các bản ghi bị trùng:
| Indicator | Industry | Stocks | Q1_2023 | Q1_2024 | Q2_2023 | Q2_2024 | Q3_2023 | Q3_2024 | Q4_2023 | Q4_2024 |
|---|
Accessing file: foreigner_matched_order_trading_statistics_processed.csv foreigner_matched_order_trading_statistics_processed.csv
| No | Date | StockID | Foreign Room | Foreign Ownership % | Remaining Room Volume | Remaining Room % | Matched Buy Volume | Matched Buy % | Matched Sell Volume | Matched Sell % | Matched Buy Value | Matched Buy Value % | Matched Sell Value | Matched Sell Value % | Net Volume | Net Value | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 12/03/2025 | AAA | 382,274,496 | 2.27 | 373,619,234 | 97.74 | 21,900 | 1.28 | 236,300 | 13.76 | 192 | 1.27 | 2,084 | 13.76 | -214,400 | -1,891 | HOSE |
| 1 | 2 | 12/03/2025 | AAM | 6,049,741 | 0.96 | 5,931,664 | 48.04 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | HOSE |
| 2 | 3 | 12/03/2025 | AAT | 35,409,551 | 0.82 | 34,830,018 | 49.18 | 0 | 0.00 | 6,700 | 14.57 | 0 | 0.00 | 21 | 14.59 | -6,700 | -21 | HOSE |
| 3 | 4 | 12/03/2025 | ABR | 9,800,000 | 48.41 | 119,000 | 0.60 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | HOSE |
| 4 | 5 | 12/03/2025 | ABS | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | HOSE |
| No | Date | StockID | Foreign Room | Foreign Ownership % | Remaining Room Volume | Remaining Room % | Matched Buy Volume | Matched Buy % | Matched Sell Volume | Matched Sell % | Matched Buy Value | Matched Buy Value % | Matched Sell Value | Matched Sell Value % | Net Volume | Net Value | Exchange | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1665 | 882 | 12/03/2025 | XMD | 1,960,000 | 0.03 | 1,958,800 | 48.97 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | UPCoM |
| 1666 | 883 | 12/03/2025 | XMP | 7,500,000 | 0.22 | 7,466,500 | 49.78 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | UPCoM |
| 1667 | 884 | 12/03/2025 | XPH | 6,356,512 | 0.15 | 6,336,612 | 48.85 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | UPCoM |
| 1668 | 885 | 12/03/2025 | YBC | 5,782,000 | 0.03 | 5,779,000 | 48.97 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | UPCoM |
| 1669 | 886 | 12/03/2025 | YTC | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0.00 | 0 | 0 | UPCoM |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1670 entries, 0 to 1669 Data columns (total 18 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 No 1670 non-null int64 1 Date 1670 non-null object 2 StockID 1670 non-null object 3 Foreign Room 1670 non-null object 4 Foreign Ownership % 1670 non-null float64 5 Remaining Room Volume 1670 non-null object 6 Remaining Room % 1670 non-null float64 7 Matched Buy Volume 1670 non-null object 8 Matched Buy % 1670 non-null float64 9 Matched Sell Volume 1670 non-null object 10 Matched Sell % 1670 non-null float64 11 Matched Buy Value 1670 non-null object 12 Matched Buy Value % 1670 non-null float64 13 Matched Sell Value 1670 non-null object 14 Matched Sell Value % 1670 non-null float64 15 Net Volume 1670 non-null object 16 Net Value 1670 non-null object 17 Exchange 1670 non-null object dtypes: float64(6), int64(1), object(11) memory usage: 235.0+ KB None Số giá trị bị rỗng: No 0 Date 0 StockID 0 Foreign Room 0 Foreign Ownership % 0 Remaining Room Volume 0 Remaining Room % 0 Matched Buy Volume 0 Matched Buy % 0 Matched Sell Volume 0 Matched Sell % 0 Matched Buy Value 0 Matched Buy Value % 0 Matched Sell Value 0 Matched Sell Value % 0 Net Volume 0 Net Value 0 Exchange 0 dtype: int64 Thống kê các giá trị:
| No | Foreign Ownership % | Remaining Room % | Matched Buy % | Matched Sell % | Matched Buy Value % | Matched Sell Value % | |
|---|---|---|---|---|---|---|---|
| count | 1,670.00 | 1,670.00 | 1,670.00 | 1,670.00 | 1,670.00 | 1,670.00 | 1,670.00 |
| mean | 316.09 | 5.21 | 33.28 | 1.98 | 3.21 | 1.98 | 3.23 |
| std | 243.59 | 13.01 | 25.10 | 8.59 | 12.02 | 8.61 | 12.18 |
| min | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 25% | 120.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 50% | 259.00 | 0.20 | 46.88 | 0.00 | 0.00 | 0.00 | 0.00 |
| 75% | 468.75 | 2.35 | 48.97 | 0.00 | 0.00 | 0.00 | 0.00 |
| max | 886.00 | 98.52 | 144.00 | 100.00 | 100.00 | 100.30 | 118.80 |
No 886 Date 1 StockID 1610 Foreign Room 1013 Foreign Ownership % 536 Remaining Room Volume 1162 Remaining Room % 614 Matched Buy Volume 190 Matched Buy % 232 Matched Sell Volume 222 Matched Sell % 250 Matched Buy Value 209 Matched Buy Value % 232 Matched Sell Value 239 Matched Sell Value % 256 Net Volume 265 Net Value 286 Exchange 5 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: No: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]..., số giá trị độc nhất: 886 Date: ['12/03/2025']..., số giá trị độc nhất: 1 StockID: ['AAA', 'AAM', 'AAT', 'ABR', 'ABS', 'ABT', 'ACB', 'ACC', 'ACG', 'ACL', 'ADG', 'ADP', 'ADS', 'AGG', 'AGM', 'AGR', 'ANV', 'APG', 'APH', 'ASG']..., số giá trị độc nhất: 1610 Foreign Room: ['382,274,496', '6,049,741', '35,409,551', '9,800,000', '0', '7,193,603', '1,339,997,373', '75,393,973', '19,832,876', '13,897,338', '23,039,850', '38,197,363', '81,264,040', '215,391,309', '130,667,075', '223,621,942', '243,884,268', '27,235,400', '181,387,342', '18,296,565']..., số giá trị độc nhất: 1013 Foreign Ownership %: [2.27, 0.96, 0.82, 48.41, 0.0, 2.2, 30.0, 7.67, 38.55, 2.25, 46.09, 0.85, 0.14, 1.01, 0.56, 0.41, 0.74, 9.36, 28.13, 12.36]..., số giá trị độc nhất: 536 Remaining Room Volume: ['373,619,234', '5,931,664', '34,830,018', '119,000', '0', '6,876,828', '17,263,407', '18,703,317', '4,043,100', '22,844,410', '38,091,732', '79,625,750', '214,550,675', '128,703,029', '202,695,272', '175,282,925', '26,564,124', '135,648,242', '4,601', '2,346,919']..., số giá trị độc nhất: 1162 Remaining Room %: [97.74, 48.04, 49.18, 0.6, 0.0, 47.8, 11.45, 37.29, 18.91, 99.15, 49.86, 48.99, 99.61, 48.26, 90.64, 71.87, 29.26, 36.64, 0.01, 5.22]..., số giá trị độc nhất: 614 Matched Buy Volume: ['21,900', '0', '200', '3,600', '36,800', '700', '800', '12,400', '4,800', '473,400', '69,500', '37,200', '12,300', '14,700', '502,200', '10,100', '100', '9,100', '101,000', '1,500']..., số giá trị độc nhất: 190 Matched Buy %: [1.28, 0.0, 2.74, 5.33, 2.65, 0.06, 0.3, 1.34, 13.15, 12.96, 0.18, 0.55, 4.49, 3.57, 49.83, 12.66, 3.22, 0.09, 7.3, 11.2]..., số giá trị độc nhất: 232 Matched Sell Volume: ['236,300', '0', '6,700', '100', '5,300', '70,500', '19,600', '168,400', '46,000', '46,600', '189,600', '96,000', '232,800', '128,400', '1,335,200', '33,700', '1,200', '1,900', '370,100', '292,900']..., số giá trị độc nhất: 222 Matched Sell %: [13.76, 0.0, 14.57, 1.37, 79.1, 0.15, 5.51, 1.41, 13.85, 17.02, 5.02, 5.19, 0.76, 28.12, 37.29, 33.65, 10.75, 1.09, 1.52, 41.04]..., số giá trị độc nhất: 250 Matched Buy Value: ['192', '0', '10', '33', '684', '12', '6', '101', '275', '16,091', '2', '280', '3,004', '519', '540', '20,575', '269', '1,116', '5,721', '29']..., số giá trị độc nhất: 209 Matched Buy Value %: [1.27, 0.0, 2.73, 5.31, 2.65, 0.06, 0.3, 1.34, 13.12, 12.97, 0.18, 0.55, 4.49, 3.58, 50.11, 12.65, 3.28, 0.09, 7.28, 11.18]..., số giá trị độc nhất: 232 Matched Sell Value: ['2,084', '0', '21', '5', '53', '1', '1,273', '364', '2,927', '331', '379', '6,436', '396', '18,836', '5,407', '54,812', '889', '25', '234', '21,004']..., số giá trị độc nhất: 239 Matched Sell Value %: [13.76, 0.0, 14.59, 1.37, 78.64, 0.15, 5.53, 1.41, 13.87, 17.02, 5.04, 5.19, 0.77, 28.16, 37.32, 33.7, 10.84, 1.1, 1.53, 41.03]..., số giá trị độc nhất: 256 Net Volume: ['-214,400', '0', '-6,700', '100', '-5,300', '3,500', '-70,500', '17,200', '-167,700', '-45,200', '-34,200', '4,800', '283,800', '200', '-26,500', '-195,600', '-116,100', '14,700', '-833,000', '-23,600']..., số giá trị độc nhất: 265 Net Value: ['-1,891', '0', '-21', '5', '-53', '32', '-1,273', '320', '-2,915', '-326', '-279', '275', '9,655', '2', '-115', '-15,832', '-4,888', '540', '-34,236', '-621']..., số giá trị độc nhất: 286 Exchange: ['HOSE', 'HNX', 'VN30', 'HNX30', 'UPCoM']..., số giá trị độc nhất: 5 Các bản ghi bị trùng:
| No | Date | StockID | Foreign Room | Foreign Ownership % | Remaining Room Volume | Remaining Room % | Matched Buy Volume | Matched Buy % | Matched Sell Volume | Matched Sell % | Matched Buy Value | Matched Buy Value % | Matched Sell Value | Matched Sell Value % | Net Volume | Net Value | Exchange |
|---|
Accessing file: industries_cashflow_processed.csv industries_cashflow_processed.csv
| Period | Industry | Industry Level | Cash Flow | |
|---|---|---|---|---|
| 0 | 2024-12-27 | Bán lẻ sản phẩm đặc thù | Ngành cấp 3 | 3.48% |
| 1 | 2024-12-28 | Bán lẻ sản phẩm đặc thù | Ngành cấp 3 | 3.48% |
| 2 | 2024-12-29 | Bán lẻ sản phẩm đặc thù | Ngành cấp 3 | 3.48% |
| 3 | 2024-12-30 | Bán lẻ sản phẩm đặc thù | Ngành cấp 3 | 3.48% |
| 4 | 2024-12-31 | Bán lẻ sản phẩm đặc thù | Ngành cấp 3 | 4.12% |
| Period | Industry | Industry Level | Cash Flow | |
|---|---|---|---|---|
| 6835 | 2025-03-08 | Đồ uống | Ngành cấp 3 | 0.23% |
| 6836 | 2025-03-09 | Đồ uống | Ngành cấp 3 | 0.23% |
| 6837 | 2025-03-10 | Đồ uống | Ngành cấp 3 | 0.23% |
| 6838 | 2025-03-11 | Đồ uống | Ngành cấp 3 | 0.23% |
| 6839 | 2025-03-12 | Đồ uống | Ngành cấp 3 | 0.36% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 6840 entries, 0 to 6839 Data columns (total 4 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Period 6840 non-null object 1 Industry 6840 non-null object 2 Industry Level 6840 non-null object 3 Cash Flow 6840 non-null object dtypes: object(4) memory usage: 213.9+ KB None Số giá trị bị rỗng: Period 0 Industry 0 Industry Level 0 Cash Flow 0 dtype: int64 Thống kê các giá trị:
| Period | Industry | Industry Level | Cash Flow | |
|---|---|---|---|---|
| count | 6840 | 6840 | 6840 | 6840 |
| unique | 76 | 83 | 3 | 444 |
| top | 2024-12-27 | Nguyên vật liệu | Ngành cấp 3 | 0.00% |
| freq | 90 | 152 | 4256 | 642 |
Period 76 Industry 83 Industry Level 3 Cash Flow 444 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Period: ['2024-12-27', '2024-12-28', '2024-12-29', '2024-12-30', '2024-12-31', '2025-01-01', '2025-01-02', '2025-01-03', '2025-01-04', '2025-01-05', '2025-01-06', '2025-01-07', '2025-01-08', '2025-01-09', '2025-01-10', '2025-01-11', '2025-01-12', '2025-01-13', '2025-01-14', '2025-01-15']..., số giá trị độc nhất: 76 Industry: ['Bán lẻ sản phẩm đặc thù', 'Bảo hiểm', 'Bất động sản', 'Bất động sản bán lẻ', 'Bất động sản công nghiệp', 'Bất động sản dân cư', 'Chăm sóc sức khỏe', 'Chất bán dẫn và thiết bị bán dẫn', 'Container và bao bì', 'Công nghiệp', 'Công nghệ phần cứng và thiết bị', 'Công nghệ phần cứng, lưu trữ và thiết bị ngoại vi', 'Công nghệ thông tin', 'Công ty thương mại và nhà phân phối', 'Cơ sở hạ tầng giao thông', 'Dược phẩm', 'Dược phẩm, Công nghệ sinh học và Khoa học thường thức', 'Dầu, khí đốt và nhiêu liệu tiêu hao', 'Dệt, may mặc và hàng xa xỉ', 'Dịch vụ chuyên biệt']..., số giá trị độc nhất: 83 Industry Level: ['Ngành cấp 3', 'Ngành cấp 2', 'Ngành cấp 1']..., số giá trị độc nhất: 3 Cash Flow: ['3.48%', '4.12%', '4.50%', '3.24%', '3.18%', '4.01%', '3.49%', '3.95%', '3.14%', '2.60%', '2.86%', '3.34%', '0.54%', '0.46%', '0.63%', '0.49%', '0.44%', '0.37%', '0.32%', '0.52%']..., số giá trị độc nhất: 444 Các bản ghi bị trùng:
| Period | Industry | Industry Level | Cash Flow |
|---|
Accessing file: industries_performance_processed.csv industries_performance_processed.csv
| Ngành | Today | 1W | 1M | 6M | YTD | 1Y | 5Y | 10Y | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Năng lượng | 0.59% | -3.33% | -1.50% | -2.33% | -8.07% | 20.98% | 897.71% | 285.11% |
| 1 | Nguyên vật liệu | -0.71% | -0.48% | 7.07% | 13.24% | 10.55% | 17.51% | 287.99% | 554.80% |
| 2 | Công nghiệp | 0.29% | 0.56% | -1.24% | 24.29% | 3.68% | 78.70% | 549.19% | 2,596.12% |
| 3 | Tiêu dùng không thiết yếu | -0.35% | 0.98% | 6.09% | 3.77% | 7.98% | 28.99% | 173.63% | 308.63% |
| 4 | Tiêu dùng thiết yếu | 0.18% | -1.00% | -0.11% | 13.26% | -3.39% | 33.38% | 165.69% | 361.33% |
| Ngành | Today | 1W | 1M | 6M | YTD | 1Y | 5Y | 10Y | |
|---|---|---|---|---|---|---|---|---|---|
| 85 | Nước | -0.36% | -0.77% | 0.14% | 15.05% | 5.21% | 43.02% | 389.77% | 2,282.31% |
| 86 | Quản lý và phát triển bất động sản | 0.12% | -0.20% | 0.02% | 1.59% | 1.25% | 5.18% | 143.07% | 919.11% |
| 87 | Bất động sản công nghiệp | 0.20% | 2.61% | 11.07% | 15.21% | 10.95% | 14.97% | 693.07% | 2,756.09% |
| 88 | Bất động sản dân cư | 1.86% | 7.89% | 15.46% | 9.21% | 12.21% | 8.17% | 0.16% | 181.64% |
| 89 | Bất động sản bán lẻ | 0% | 2.81% | 10.97% | -4.71% | 6.13% | -25.72% | -30.00% | NaN |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 90 entries, 0 to 89 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Ngành 90 non-null object 1 Today 90 non-null object 2 1W 90 non-null object 3 1M 90 non-null object 4 6M 89 non-null object 5 YTD 90 non-null object 6 1Y 89 non-null object 7 5Y 89 non-null object 8 10Y 83 non-null object dtypes: object(9) memory usage: 6.5+ KB None Số giá trị bị rỗng: Ngành 0 Today 0 1W 0 1M 0 6M 1 YTD 0 1Y 1 5Y 1 10Y 7 dtype: int64 Thống kê các giá trị:
| Ngành | Today | 1W | 1M | 6M | YTD | 1Y | 5Y | 10Y | |
|---|---|---|---|---|---|---|---|---|---|
| count | 90 | 90 | 90 | 90 | 89 | 90 | 89 | 89 | 83 |
| unique | 83 | 67 | 78 | 81 | 80 | 82 | 81 | 81 | 75 |
| top | Năng lượng | 0% | -3.33% | -1.50% | -2.33% | -8.07% | 20.98% | 897.71% | 285.11% |
| freq | 2 | 7 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
Ngành 83 Today 67 1W 78 1M 81 6M 80 YTD 82 1Y 81 5Y 81 10Y 75 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Ngành: ['Năng lượng', 'Nguyên vật liệu', 'Công nghiệp', 'Tiêu dùng không thiết yếu', 'Tiêu dùng thiết yếu', 'Chăm sóc sức khỏe', 'Tài chính', 'Công nghệ thông tin', 'Dịch vụ viễn thông', 'Dịch vụ tiện ích', 'Bất động sản', 'Tư liệu sản xuất', 'Dịch vụ chuyên biệt và thương mại', 'Vận tải', 'Xe và linh kiện', 'Hàng tiêu dùng và trang trí', 'Dịch vụ tiêu dùng', 'Phân phối và bán lẻ hàng lâu bền', 'Thực phẩm, đồ uống và thuốc lá', 'Đồ gia dụng và cá nhân']..., số giá trị độc nhất: 83 Today: ['0.59%', '-0.71%', '0.29%', '-0.35%', '0.18%', '0.38%', '0.47%', '-0.66%', '-0.22%', '0.43%', '1.43%', '-0.05%', '-0.31%', '0.44%', '0.39%', '0.85%', '0.07%', '-0.85%', '-0.03%', '0.99%']..., số giá trị độc nhất: 67 1W: ['-3.33%', '-0.48%', '0.56%', '0.98%', '-1.00%', '0.31%', '2.71%', '-2.46%', '-2.68%', '-0.60%', '6.48%', '0.03%', '1.38%', '0.71%', '-2.53%', '2.59%', '-0.72%', '0.50%', '-0.99%', '1.67%']..., số giá trị độc nhất: 78 1M: ['-1.50%', '7.07%', '-1.24%', '6.09%', '-0.11%', '0.59%', '5.42%', '-5.96%', '-2.53%', '1.22%', '14.12%', '5.30%', '15.27%', '-4.30%', '-1.27%', '11.99%', '0.89%', '4.27%', '-0.10%', '0.20%']..., số giá trị độc nhất: 81 6M: ['-2.33%', '13.24%', '24.29%', '3.77%', '13.26%', '6.11%', '14.68%', '4.81%', '23.30%', '-4.25%', '9.48%', '21.70%', '5.19%', '26.89%', '-0.48%', '26.34%', '17.44%', '-3.55%', '13.84%', '-3.22%']..., số giá trị độc nhất: 81 YTD: ['-8.07%', '10.55%', '3.68%', '7.98%', '-3.39%', '2.41%', '8.81%', '-10.44%', '-9.35%', '1.39%', '11.49%', '10.19%', '14.73%', '0.89%', '0.76%', '18.39%', '0.86%', '4.74%', '-3.34%', '1.45%']..., số giá trị độc nhất: 82 1Y: ['20.98%', '17.51%', '78.70%', '28.99%', '33.38%', '28.20%', '16.52%', '43.41%', '161.36%', '0.25%', '7.26%', '31.69%', '93.71%', '101.13%', '-12.19%', '46.76%', '7.70%', '25.09%', '34.09%', '10.49%']..., số giá trị độc nhất: 82 5Y: ['897.71%', '287.99%', '549.19%', '173.63%', '165.69%', '177.70%', '179.76%', '505.98%', '1,174.31%', '166.18%', '22.99%', '284.87%', '2,222.23%', '650.74%', '-14.52%', '248.75%', '27.90%', '170.30%', '166.81%', '136.18%']..., số giá trị độc nhất: 82 10Y: ['285.11%', '554.80%', '2,596.12%', '308.63%', '361.33%', '435.39%', '426.99%', '1,354.64%', '5,566.96%', '271.43%', '223.96%', '800.06%', '6,769.02%', '3,153.48%', '-39.01%', '752.30%', '32.96%', '269.10%', '361.92%', '564.02%']..., số giá trị độc nhất: 76 Các bản ghi bị trùng:
| Ngành | Today | 1W | 1M | 6M | YTD | 1Y | 5Y | 10Y | |
|---|---|---|---|---|---|---|---|---|---|
| 11 | Năng lượng | 0.59% | -3.33% | -1.50% | -2.33% | -8.07% | 20.98% | 897.71% | 285.11% |
| 12 | Nguyên vật liệu | -0.71% | -0.48% | 7.07% | 13.24% | 10.55% | 17.51% | 287.99% | 554.80% |
| 32 | Dịch vụ tiện ích | 0.43% | -0.60% | 1.22% | -4.25% | 1.39% | 0.25% | 166.18% | 271.43% |
| 71 | Bảo hiểm | 0.12% | -1.66% | 2.55% | 29.70% | 8.21% | 33.98% | 157.25% | 331.00% |
| 76 | Chất bán dẫn và thiết bị bán dẫn | 0% | 0% | 10.20% | 9.05% | 6.58% | -7.90% | 802.93% | 1,738.08% |
Accessing file: prediction_CMG_bctc.csv prediction_CMG_bctc.csv
| Date | prediction_CMG_bctc | |
|---|---|---|
| 0 | 2023-01-12 | 31,691.02 |
| 1 | 2023-01-13 | 31,687.28 |
| 2 | 2023-01-16 | 31,664.80 |
| 3 | 2023-01-17 | 31,664.80 |
| 4 | 2023-01-18 | 32,059.77 |
| Date | prediction_CMG_bctc | |
|---|---|---|
| 487 | 2024-12-25 | 51,255.24 |
| 488 | 2024-12-26 | 51,255.24 |
| 489 | 2024-12-27 | 49,912.06 |
| 490 | 2024-12-30 | 49,912.06 |
| 491 | 2024-12-31 | 49,912.06 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 492 entries, 0 to 491 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 492 non-null object 1 prediction_CMG_bctc 492 non-null float64 dtypes: float64(1), object(1) memory usage: 7.8+ KB None Số giá trị bị rỗng: Date 0 prediction_CMG_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_bctc | |
|---|---|
| count | 492.00 |
| mean | 41,042.15 |
| std | 6,881.79 |
| min | 31,664.80 |
| 25% | 35,898.96 |
| 50% | 38,684.38 |
| 75% | 48,865.44 |
| max | 51,306.21 |
Date 492 prediction_CMG_bctc 215 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2023-01-12', '2023-01-13', '2023-01-16', '2023-01-17', '2023-01-18', '2023-01-19', '2023-01-27', '2023-01-30', '2023-01-31', '2023-02-01', '2023-02-02', '2023-02-03', '2023-02-06', '2023-02-07', '2023-02-08', '2023-02-09', '2023-02-10', '2023-02-13', '2023-02-14', '2023-02-15']..., số giá trị độc nhất: 492 prediction_CMG_bctc: [31691.02210223359, 31687.283002712877, 31664.79769262038, 32059.76739071032, 32165.42842749107, 33082.786489533966, 33203.3664529299, 32884.48509838263, 33062.784286322014, 32889.051499696, 32729.49474456649, 32631.153359199623, 32452.85417126024, 32291.08273894128, 32293.361698122164, 32471.660886061534, 32522.20220555752, 31763.55917817004, 32015.621005889912, 31803.46796933564]..., số giá trị độc nhất: 215 Các bản ghi bị trùng:
| Date | prediction_CMG_bctc |
|---|
Accessing file: prediction_CMG_market.csv prediction_CMG_market.csv
| Date | prediction_CMG_market | |
|---|---|---|
| 0 | 2024-03-22 | 38,785.82 |
| 1 | 2024-03-25 | 38,713.03 |
| 2 | 2024-03-26 | 38,783.49 |
| 3 | 2024-03-27 | 38,719.68 |
| 4 | 2024-03-28 | 38,941.67 |
| Date | prediction_CMG_market | |
|---|---|---|
| 237 | 2025-03-06 | 43,374.96 |
| 238 | 2025-03-07 | 43,337.43 |
| 239 | 2025-03-10 | 43,264.80 |
| 240 | 2025-03-11 | 43,041.64 |
| 241 | 2025-03-12 | 42,000.00 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 242 entries, 0 to 241 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 242 non-null object 1 prediction_CMG_market 242 non-null float64 dtypes: float64(1), object(1) memory usage: 3.9+ KB None Số giá trị bị rỗng: Date 0 prediction_CMG_market 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_market | |
|---|---|
| count | 242.00 |
| mean | 47,384.42 |
| std | 5,527.41 |
| min | 38,592.90 |
| 25% | 43,750.34 |
| 50% | 45,786.01 |
| 75% | 49,931.66 |
| max | 60,690.67 |
Date 242 prediction_CMG_market 240 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2024-03-22', '2024-03-25', '2024-03-26', '2024-03-27', '2024-03-28', '2024-03-29', '2024-04-01', '2024-04-02', '2024-04-03', '2024-04-04', '2024-04-05', '2024-04-08', '2024-04-09', '2024-04-10', '2024-04-11', '2024-04-12', '2024-04-15', '2024-04-16', '2024-04-17', '2024-04-19']..., số giá trị độc nhất: 242 prediction_CMG_market: [38785.82421949801, 38713.03209015034, 38783.48943121989, 38719.67724416648, 38941.66941395765, 38741.34336509788, 38592.90349846667, 39991.46402564617, 40471.236225831846, 40562.83205027087, 40394.858767940335, 43055.32934801685, 43495.20812864155, 43443.468835689935, 44729.6564445988, 42341.0635570966, 41705.6560556322, 39431.30937033029, 39022.59853310349, 39490.45993710206]..., số giá trị độc nhất: 240 Các bản ghi bị trùng:
| Date | prediction_CMG_market |
|---|
Accessing file: prediction_FPT_bctc.csv prediction_FPT_bctc.csv
| Date | prediction_FPT_bctc | |
|---|---|---|
| 0 | 2023-01-12 | 58,933.42 |
| 1 | 2023-01-13 | 58,433.20 |
| 2 | 2023-01-16 | 58,928.64 |
| 3 | 2023-01-17 | 59,673.84 |
| 4 | 2023-01-18 | 60,750.73 |
| Date | prediction_FPT_bctc | |
|---|---|---|
| 487 | 2024-12-25 | 106,214.87 |
| 488 | 2024-12-26 | 106,121.79 |
| 489 | 2024-12-27 | 106,115.48 |
| 490 | 2024-12-30 | 106,121.79 |
| 491 | 2024-12-31 | 106,192.69 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 492 entries, 0 to 491 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 492 non-null object 1 prediction_FPT_bctc 492 non-null float64 dtypes: float64(1), object(1) memory usage: 7.8+ KB None Số giá trị bị rỗng: Date 0 prediction_FPT_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_bctc | |
|---|---|
| count | 492.00 |
| mean | 90,087.73 |
| std | 19,286.99 |
| min | 56,867.73 |
| 25% | 68,762.85 |
| 50% | 95,984.29 |
| 75% | 106,379.19 |
| max | 112,644.38 |
Date 492 prediction_FPT_bctc 385 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2023-01-12', '2023-01-13', '2023-01-16', '2023-01-17', '2023-01-18', '2023-01-19', '2023-01-27', '2023-01-30', '2023-01-31', '2023-02-01', '2023-02-02', '2023-02-03', '2023-02-06', '2023-02-07', '2023-02-08', '2023-02-09', '2023-02-10', '2023-02-13', '2023-02-14', '2023-02-15']..., số giá trị độc nhất: 492 prediction_FPT_bctc: [58933.418, 58433.203, 58928.645, 59673.836, 60750.73, 60916.79, 60930.81, 60787.57, 60729.094, 59624.78, 59579.145, 58379.848, 58826.22, 58953.387, 59133.402, 58925.348, 58938.566, 59678.984, 59660.797, 59656.348]..., số giá trị độc nhất: 385 Các bản ghi bị trùng:
| Date | prediction_FPT_bctc |
|---|
Accessing file: prediction_FPT_market.csv prediction_FPT_market.csv
| Date | prediction_FPT_market | |
|---|---|---|
| 0 | 2024-03-22 | 102,364.91 |
| 1 | 2024-03-25 | 102,364.91 |
| 2 | 2024-03-26 | 101,448.35 |
| 3 | 2024-03-27 | 102,364.91 |
| 4 | 2024-03-28 | 102,222.91 |
| Date | prediction_FPT_market | |
|---|---|---|
| 237 | 2025-03-06 | 137,496.53 |
| 238 | 2025-03-07 | 137,496.53 |
| 239 | 2025-03-10 | 137,496.53 |
| 240 | 2025-03-11 | 137,496.53 |
| 241 | 2025-03-12 | 137,496.53 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 242 entries, 0 to 241 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 242 non-null object 1 prediction_FPT_market 242 non-null float64 dtypes: float64(1), object(1) memory usage: 3.9+ KB None Số giá trị bị rỗng: Date 0 prediction_FPT_market 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_market | |
|---|---|
| count | 242.00 |
| mean | 128,845.17 |
| std | 11,630.44 |
| min | 100,112.28 |
| 25% | 127,627.96 |
| 50% | 134,026.63 |
| 75% | 137,496.53 |
| max | 137,643.98 |
Date 242 prediction_FPT_market 110 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2024-03-22', '2024-03-25', '2024-03-26', '2024-03-27', '2024-03-28', '2024-03-29', '2024-04-01', '2024-04-02', '2024-04-03', '2024-04-04', '2024-04-05', '2024-04-08', '2024-04-09', '2024-04-10', '2024-04-11', '2024-04-12', '2024-04-15', '2024-04-16', '2024-04-17', '2024-04-19']..., số giá trị độc nhất: 242 prediction_FPT_market: [102364.914, 101448.35, 102222.914, 103004.69, 101195.49, 101395.98, 100496.65, 100112.28, 100549.02, 103182.51, 105880.4, 106352.57, 111537.71, 111065.54, 114489.555, 114627.94, 115217.734, 115571.586, 115778.53, 116737.56]..., số giá trị độc nhất: 110 Các bản ghi bị trùng:
| Date | prediction_FPT_market |
|---|
In [4]:
for key, value in data.items():
print(key, value.shape)
CMG_financial_data_processed.csv (17, 80) CMG_foreign_detail_transactions_processed.csv (250, 17) CMG_full_period_trans_statistics_processed.csv (5, 40) CMG_news_features.csv (715, 13) CMG_pricefluctuation_avgtransamount_processed.csv (19, 4) Dữ liệu Lịch sử CMG.csv (544, 7) Dữ liệu Lịch sử FPT.csv (544, 7) FPT_financial_data_processed.csv (17, 96) FPT_foreign_detail_transactions_processed.csv (250, 17) FPT_full_period_trans_statistics_processed.csv (5, 40) FPT_news_features.csv (713, 13) FPT_pricefluctuation_avgtransamount_processed.csv (19, 4) TARGET CMG_detail_transactions_processed.csv (250, 10) TARGET FPT_detail_transactions_processed.csv (240, 10) VN Index.csv (250, 7) all_stock_orders_statistics_processed.csv (1670, 17) all_stock_prices_statistics_processed.csv (1411, 19) cafef_foreign_details_12-03-2024_to_12-03-2025.csv (489267, 16) detail_industry_cashflow_processed.csv (7, 1171) detail_industry_performance_processed.csv (7, 1171) financialreport_balancesheet_FPT_CMG_processed.csv (272, 16) financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin (of FPT_CMG)_processed.csv (178, 18) financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ (of FPT_CMG)_processed.csv (156, 18) financialreport_balancesheet_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ_Phần mềm (of FPT_CMG)_processed.csv (155, 18) financialreport_metrics_FPT_CMG_processed.csv (137, 10) financialreport_metrics_Nhóm ngành_Công nghệ thông tin (of FPT_CMG)_processed.csv (61, 11) financialreport_metrics_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ (of FPT_CMG)_processed.csv (61, 11) financialreport_metrics_Nhóm ngành_Công nghệ thông tin_Phần mềm và dịch vụ_Phần mềm (of FPT_CMG)_processed.csv (61, 11) foreigner_matched_order_trading_statistics_processed.csv (1670, 18) industries_cashflow_processed.csv (6840, 4) industries_performance_processed.csv (90, 9) prediction_CMG_bctc.csv (492, 2) prediction_CMG_market.csv (242, 2) prediction_FPT_bctc.csv (492, 2) prediction_FPT_market.csv (242, 2)
Ở phần này, nhóm sẽ dùng các file dữ liệu sau:
Dữ liệu Lịch sử CMG.csvDữ liệu Lịch sử FPT.csvFPT_news_features.csvCMG_news_features.csvprediction_CMG_bctc.csvprediction_CMG_market.csvprediction_FPT_bctc.csvprediction_FPT_market.csv
In [5]:
file_list = [
"Dữ liệu Lịch sử CMG.csv",
"Dữ liệu Lịch sử FPT.csv",
"FPT_news_features.csv",
"CMG_news_features.csv",
"prediction_CMG_bctc.csv",
"prediction_CMG_market.csv",
"prediction_FPT_bctc.csv",
"prediction_FPT_market.csv"
]
# Xóa các file không dùng đến
data = {k: v for k, v in data.items() if k in file_list}
# Kiểm tra lại
for key, value in data.items():
print(key, value.shape)
CMG_news_features.csv (715, 13) Dữ liệu Lịch sử CMG.csv (544, 7) Dữ liệu Lịch sử FPT.csv (544, 7) FPT_news_features.csv (713, 13) prediction_CMG_bctc.csv (492, 2) prediction_CMG_market.csv (242, 2) prediction_FPT_bctc.csv (492, 2) prediction_FPT_market.csv (242, 2)
In [6]:
for key, value in data.items():
basic_stats(value,key)
CMG_news_features.csv
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023-03-14 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 78,000.00 | 1.00 |
| 1 | 2023-03-15 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -133,200.00 | 1.00 |
| 2 | 2023-03-16 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 3 | 2023-03-17 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 4 | 2023-03-18 | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 710 | 2025-02-21 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 711 | 2025-02-22 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 712 | 2025-02-23 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 713 | 2025-02-24 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 714 | 2025-02-25 | 1.00 | 110.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 715 entries, 0 to 714 Data columns (total 13 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Unnamed: 0 715 non-null object 1 news_count 715 non-null float64 2 news_avg_title_len 715 non-null float64 3 news_avg_summary_len 715 non-null float64 4 news_total_pos_kw 715 non-null float64 5 news_total_neg_kw 715 non-null float64 6 news_llm_sentiment 715 non-null float64 7 div_event_count 715 non-null float64 8 div_total_vnd 715 non-null float64 9 div_total_bonus_ratio 715 non-null float64 10 it_event_count 715 non-null float64 11 it_total_executed_vol 715 non-null float64 12 meeting_event_count 715 non-null float64 dtypes: float64(12), object(1) memory usage: 72.7+ KB None Số giá trị bị rỗng: Unnamed: 0 0 news_count 0 news_avg_title_len 0 news_avg_summary_len 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 |
| mean | 1.00 | 116.31 | 1,552.63 | 0.00 | 0.00 | 0.00 | 1.75 | 224.06 | 13.77 | 1.16 | -91,583.47 | 1.00 |
| std | 0.00 | 4.83 | 30.91 | 0.00 | 0.00 | 0.05 | 0.97 | 290.43 | 6.06 | 0.46 | 545,212.93 | 0.00 |
| min | 1.00 | 110.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -1,502,100.00 | 1.00 |
| 25% | 1.00 | 110.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 50% | 1.00 | 120.00 | 1,529.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -60,400.00 | 1.00 |
| 75% | 1.00 | 120.00 | 1,593.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 10,000.00 | 1.00 |
| max | 1.00 | 120.00 | 1,593.00 | 0.00 | 0.00 | 1.00 | 3.00 | 600.00 | 21.62 | 6.00 | 3,470,870.00 | 1.00 |
Unnamed: 0 715 news_count 1 news_avg_title_len 2 news_avg_summary_len 2 news_total_pos_kw 1 news_total_neg_kw 1 news_llm_sentiment 2 div_event_count 2 div_total_vnd 2 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 24 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Unnamed: 0: ['2023-03-14', '2023-03-15', '2023-03-16', '2023-03-17', '2023-03-18', '2023-03-19', '2023-03-20', '2023-03-21', '2023-03-22', '2023-03-23', '2023-03-24', '2023-03-25', '2023-03-26', '2023-03-27', '2023-03-28', '2023-03-29', '2023-03-30', '2023-03-31', '2023-04-01', '2023-04-02']..., số giá trị độc nhất: 715 news_count: [1.0]..., số giá trị độc nhất: 1 news_avg_title_len: [120.0, 110.0]..., số giá trị độc nhất: 2 news_avg_summary_len: [1529.0, 1593.0]..., số giá trị độc nhất: 2 news_total_pos_kw: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw: [0.0]..., số giá trị độc nhất: 1 news_llm_sentiment: [0.0, 1.0]..., số giá trị độc nhất: 2 div_event_count: [3.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 it_event_count: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [78000.0, -133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0]..., số giá trị độc nhất: 24 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count |
|---|
Dữ liệu Lịch sử CMG.csv
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 0 | 12/03/2025 | 42,250.0 | 43,100.0 | 43,350.0 | 42,250.0 | 1.81M | -1.97% |
| 1 | 11/03/2025 | 43,100.0 | 43,050.0 | 43,300.0 | 42,950.0 | 1.60M | -1.93% |
| 2 | 10/03/2025 | 43,950.0 | 44,500.0 | 44,500.0 | 43,900.0 | 910.00K | -0.90% |
| 3 | 07/03/2025 | 44,350.0 | 44,800.0 | 44,850.0 | 44,300.0 | 596.20K | -0.56% |
| 4 | 06/03/2025 | 44,600.0 | 44,150.0 | 44,800.0 | 44,000.0 | 1.05M | 1.36% |
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 539 | 09/01/2023 | 28,398.0 | 29,037.0 | 29,037.0 | 27,546.0 | 109.96K | -2.32% |
| 540 | 06/01/2023 | 29,073.0 | 29,463.0 | 29,463.0 | 28,185.0 | 55.89K | -0.61% |
| 541 | 05/01/2023 | 29,250.0 | 29,073.0 | 29,250.0 | 28,540.0 | 87.97K | 0.24% |
| 542 | 04/01/2023 | 29,179.0 | 29,783.0 | 29,783.0 | 27,404.0 | 57.01K | -0.96% |
| 543 | 03/01/2023 | 29,463.0 | 27,688.0 | 29,463.0 | 27,688.0 | 104.92K | 3.75% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 544 entries, 0 to 543 Data columns (total 7 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Ngày 544 non-null object 1 Lần cuối 544 non-null object 2 Mở 544 non-null object 3 Cao 544 non-null object 4 Thấp 544 non-null object 5 KL 544 non-null object 6 % Thay đổi 544 non-null object dtypes: object(7) memory usage: 29.9+ KB None Số giá trị bị rỗng: Ngày 0 Lần cuối 0 Mở 0 Cao 0 Thấp 0 KL 0 % Thay đổi 0 dtype: int64 Thống kê các giá trị:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| count | 544 | 544 | 544 | 544 | 544 | 544 | 544 |
| unique | 544 | 324 | 320 | 298 | 303 | 498 | 325 |
| top | 12/03/2025 | 29,463.0 | 34,433.0 | 29,747.0 | 32,658.0 | 1.16M | 0.00% |
| freq | 1 | 7 | 8 | 9 | 10 | 4 | 35 |
Ngày 544 Lần cuối 324 Mở 320 Cao 298 Thấp 303 KL 498 % Thay đổi 325 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Ngày: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 544 Lần cuối: ['42,250.0', '43,100.0', '43,950.0', '44,350.0', '44,600.0', '44,000.0', '44,150.0', '44,400.0', '44,450.0', '44,200.0', '44,700.0', '44,900.0', '45,250.0', '44,550.0', '45,000.0', '45,350.0', '44,650.0', '44,050.0', '44,950.0', '45,200.0']..., số giá trị độc nhất: 324 Mở: ['43,100.0', '43,050.0', '44,500.0', '44,800.0', '44,150.0', '44,400.0', '44,450.0', '44,900.0', '44,250.0', '44,300.0', '44,700.0', '45,000.0', '45,350.0', '44,650.0', '44,600.0', '45,600.0', '45,500.0', '44,950.0', '45,200.0', '46,000.0']..., số giá trị độc nhất: 320 Cao: ['43,350.0', '43,300.0', '44,500.0', '44,850.0', '44,800.0', '44,650.0', '44,250.0', '44,900.0', '45,000.0', '44,600.0', '44,700.0', '45,450.0', '45,300.0', '45,600.0', '45,500.0', '45,750.0', '44,950.0', '46,100.0', '46,000.0', '45,550.0']..., số giá trị độc nhất: 298 Thấp: ['42,250.0', '42,950.0', '43,900.0', '44,300.0', '44,000.0', '43,850.0', '44,250.0', '44,200.0', '44,550.0', '44,850.0', '44,500.0', '45,000.0', '44,800.0', '44,150.0', '44,050.0', '44,950.0', '45,350.0', '45,050.0', '46,900.0', '46,800.0']..., số giá trị độc nhất: 303 KL: ['1.81M', '1.60M', '910.00K', '596.20K', '1.05M', '644.90K', '1.09M', '646.40K', '793.90K', '526.30K', '952.60K', '939.90K', '1.67M', '880.00K', '676.70K', '1.06M', '590.50K', '917.40K', '811.20K', '564.50K']..., số giá trị độc nhất: 498 % Thay đổi: ['-1.97%', '-1.93%', '-0.90%', '-0.56%', '1.36%', '-0.34%', '-0.45%', '-0.11%', '0.90%', '0.11%', '-1.23%', '-0.77%', '1.46%', '-1.00%', '-0.55%', '-0.22%', '1.57%', '-2.00%', '-1.31%', '0.88%']..., số giá trị độc nhất: 325 Các bản ghi bị trùng:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi |
|---|
Dữ liệu Lịch sử FPT.csv
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 0 | 12/03/2025 | 135,900.0 | 137,700.0 | 138,700.0 | 135,900.0 | 6.19M | -1.16% |
| 1 | 11/03/2025 | 137,500.0 | 138,000.0 | 138,500.0 | 137,000.0 | 5.78M | -1.29% |
| 2 | 10/03/2025 | 139,300.0 | 141,500.0 | 141,500.0 | 139,200.0 | 5.32M | -1.49% |
| 3 | 07/03/2025 | 141,400.0 | 141,700.0 | 142,700.0 | 141,100.0 | 2.95M | -0.14% |
| 4 | 06/03/2025 | 141,600.0 | 139,500.0 | 143,500.0 | 139,500.0 | 6.42M | 1.80% |
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| 539 | 09/01/2023 | 58,654.0 | 58,801.0 | 59,093.0 | 58,362.0 | 686.25K | 0.00% |
| 540 | 06/01/2023 | 58,654.0 | 58,728.0 | 59,239.0 | 58,581.0 | 951.41K | -0.37% |
| 541 | 05/01/2023 | 58,874.0 | 58,581.0 | 59,531.0 | 58,581.0 | 1.34M | 0.75% |
| 542 | 04/01/2023 | 58,435.0 | 59,020.0 | 59,166.0 | 57,924.0 | 1.05M | 0.00% |
| 543 | 03/01/2023 | 58,435.0 | 56,171.0 | 58,435.0 | 56,098.0 | 2.03M | 4.03% |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 544 entries, 0 to 543 Data columns (total 7 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Ngày 544 non-null object 1 Lần cuối 544 non-null object 2 Mở 544 non-null object 3 Cao 544 non-null object 4 Thấp 544 non-null object 5 KL 544 non-null object 6 % Thay đổi 544 non-null object dtypes: object(7) memory usage: 29.9+ KB None Số giá trị bị rỗng: Ngày 0 Lần cuối 0 Mở 0 Cao 0 Thấp 0 KL 0 % Thay đổi 0 dtype: int64 Thống kê các giá trị:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi | |
|---|---|---|---|---|---|---|---|
| count | 544 | 544 | 544 | 544 | 544 | 544 | 544 |
| unique | 544 | 368 | 361 | 368 | 365 | 386 | 293 |
| top | 12/03/2025 | 58,654.0 | 58,435.0 | 58,801.0 | 81,807.0 | 1.31M | 0.00% |
| freq | 1 | 7 | 6 | 6 | 6 | 4 | 29 |
Ngày 544 Lần cuối 368 Mở 361 Cao 368 Thấp 365 KL 386 % Thay đổi 293 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Ngày: ['12/03/2025', '11/03/2025', '10/03/2025', '07/03/2025', '06/03/2025', '05/03/2025', '04/03/2025', '03/03/2025', '28/02/2025', '27/02/2025', '26/02/2025', '25/02/2025', '24/02/2025', '21/02/2025', '20/02/2025', '19/02/2025', '18/02/2025', '17/02/2025', '14/02/2025', '13/02/2025']..., số giá trị độc nhất: 544 Lần cuối: ['135,900.0', '137,500.0', '139,300.0', '141,400.0', '141,600.0', '139,100.0', '140,000.0', '140,500.0', '140,300.0', '141,300.0', '141,800.0', '139,000.0', '142,000.0', '143,000.0', '144,000.0', '143,900.0', '143,600.0', '144,900.0', '143,100.0', '145,000.0']..., số giá trị độc nhất: 368 Mở: ['137,700.0', '138,000.0', '141,500.0', '141,700.0', '139,500.0', '140,000.0', '140,500.0', '140,100.0', '142,000.0', '139,100.0', '140,400.0', '142,800.0', '144,200.0', '143,900.0', '143,800.0', '145,000.0', '144,000.0', '145,600.0', '142,200.0', '145,500.0']..., số giá trị độc nhất: 361 Cao: ['138,700.0', '138,500.0', '141,500.0', '142,700.0', '143,500.0', '140,100.0', '140,600.0', '141,400.0', '141,100.0', '142,200.0', '141,800.0', '140,400.0', '142,000.0', '142,900.0', '144,600.0', '144,900.0', '144,400.0', '145,000.0', '145,700.0', '145,400.0']..., số giá trị độc nhất: 368 Thấp: ['135,900.0', '137,000.0', '139,200.0', '141,100.0', '139,500.0', '139,100.0', '139,300.0', '140,300.0', '139,000.0', '140,700.0', '138,900.0', '138,200.0', '141,500.0', '143,000.0', '143,100.0', '143,400.0', '143,600.0', '142,700.0', '144,300.0', '140,100.0']..., số giá trị độc nhất: 365 KL: ['6.19M', '5.78M', '5.32M', '2.95M', '6.42M', '2.85M', '3.47M', '2.53M', '4.69M', '3.42M', '3.32M', '6.81M', '7.50M', '5.31M', '3.39M', '3.03M', '1.66M', '2.47M', '3.25M', '1.89M']..., số giá trị độc nhất: 386 % Thay đổi: ['-1.16%', '-1.29%', '-1.49%', '-0.14%', '1.80%', '-0.64%', '-0.36%', '0.14%', '-0.71%', '-0.35%', '2.01%', '-1.07%', '-1.06%', '-0.70%', '-0.69%', '0.07%', '0.21%', '-0.90%', '1.26%', '-1.31%']..., số giá trị độc nhất: 293 Các bản ghi bị trùng:
| Ngày | Lần cuối | Mở | Cao | Thấp | KL | % Thay đổi |
|---|
FPT_news_features.csv
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023-05-04 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
| 1 | 2023-05-05 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2 | 2023-05-06 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 3 | 2023-05-07 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 4 | 2023-05-08 | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 708 | 2025-04-11 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 709 | 2025-04-12 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 710 | 2025-04-13 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 711 | 2025-04-14 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 712 | 2025-04-15 | 3.00 | 82.00 | 1,690.67 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 713 entries, 0 to 712 Data columns (total 13 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Unnamed: 0 713 non-null object 1 news_count 713 non-null float64 2 news_avg_title_len 713 non-null float64 3 news_avg_summary_len 713 non-null float64 4 news_total_pos_kw 713 non-null float64 5 news_total_neg_kw 713 non-null float64 6 news_llm_sentiment 713 non-null float64 7 div_event_count 713 non-null float64 8 div_total_vnd 713 non-null float64 9 div_total_bonus_ratio 713 non-null float64 10 it_event_count 713 non-null float64 11 it_total_executed_vol 713 non-null float64 12 meeting_event_count 713 non-null float64 dtypes: float64(12), object(1) memory usage: 72.5+ KB None Số giá trị bị rỗng: Unnamed: 0 0 news_count 0 news_avg_title_len 0 news_avg_summary_len 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 |
| mean | 1.27 | 119.26 | 1,923.22 | 1.05 | 0.02 | 0.12 | 1.50 | 1,000.00 | 3.33 | 1.11 | -968,731.78 | 1.00 |
| std | 0.60 | 38.61 | 251.61 | 0.94 | 0.13 | 0.38 | 0.50 | 0.00 | 3.34 | 0.61 | 1,399,125.38 | 0.00 |
| min | 1.00 | 28.00 | 1,114.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 25% | 1.00 | 83.00 | 1,726.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 50% | 1.00 | 118.00 | 2,004.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 75% | 1.00 | 160.00 | 2,103.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| max | 3.00 | 183.00 | 2,562.00 | 3.00 | 1.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
Unnamed: 0 713 news_count 3 news_avg_title_len 84 news_avg_summary_len 120 news_total_pos_kw 4 news_total_neg_kw 2 news_llm_sentiment 3 div_event_count 2 div_total_vnd 1 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 10 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Unnamed: 0: ['2023-05-04', '2023-05-05', '2023-05-06', '2023-05-07', '2023-05-08', '2023-05-09', '2023-05-10', '2023-05-11', '2023-05-12', '2023-05-13', '2023-05-14', '2023-05-15', '2023-05-16', '2023-05-17', '2023-05-18', '2023-05-19', '2023-05-20', '2023-05-21', '2023-05-22', '2023-05-23']..., số giá trị độc nhất: 713 news_count: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_avg_title_len: [160.0, 114.5, 118.0, 88.0, 29.0, 80.0, 63.0, 101.0, 102.0, 111.0, 125.0, 122.0, 75.0, 99.66666666666669, 74.0, 80.5, 92.0, 127.0, 131.0, 167.0]..., số giá trị độc nhất: 84 news_avg_summary_len: [2103.0, 1866.0, 2023.0, 2101.0, 1562.0, 1873.0, 2105.0, 1666.0, 1734.0, 1584.0, 1693.0, 2154.0, 1930.0, 2159.0, 1944.0, 1700.0, 1992.5, 2017.0, 1958.0, 1265.0]..., số giá trị độc nhất: 120 news_total_pos_kw: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_neg_kw: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 div_event_count: [2.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [1000.0]..., số giá trị độc nhất: 1 div_total_bonus_ratio: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 it_event_count: [9.0, 1.0, 4.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [1954643.0, -4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 10 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| Unnamed: 0 | news_count | news_avg_title_len | news_avg_summary_len | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count |
|---|
prediction_CMG_bctc.csv
| Date | prediction_CMG_bctc | |
|---|---|---|
| 0 | 2023-01-12 | 31,691.02 |
| 1 | 2023-01-13 | 31,687.28 |
| 2 | 2023-01-16 | 31,664.80 |
| 3 | 2023-01-17 | 31,664.80 |
| 4 | 2023-01-18 | 32,059.77 |
| Date | prediction_CMG_bctc | |
|---|---|---|
| 487 | 2024-12-25 | 51,255.24 |
| 488 | 2024-12-26 | 51,255.24 |
| 489 | 2024-12-27 | 49,912.06 |
| 490 | 2024-12-30 | 49,912.06 |
| 491 | 2024-12-31 | 49,912.06 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 492 entries, 0 to 491 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 492 non-null object 1 prediction_CMG_bctc 492 non-null float64 dtypes: float64(1), object(1) memory usage: 7.8+ KB None Số giá trị bị rỗng: Date 0 prediction_CMG_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_bctc | |
|---|---|
| count | 492.00 |
| mean | 41,042.15 |
| std | 6,881.79 |
| min | 31,664.80 |
| 25% | 35,898.96 |
| 50% | 38,684.38 |
| 75% | 48,865.44 |
| max | 51,306.21 |
Date 492 prediction_CMG_bctc 215 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2023-01-12', '2023-01-13', '2023-01-16', '2023-01-17', '2023-01-18', '2023-01-19', '2023-01-27', '2023-01-30', '2023-01-31', '2023-02-01', '2023-02-02', '2023-02-03', '2023-02-06', '2023-02-07', '2023-02-08', '2023-02-09', '2023-02-10', '2023-02-13', '2023-02-14', '2023-02-15']..., số giá trị độc nhất: 492 prediction_CMG_bctc: [31691.02210223359, 31687.283002712877, 31664.79769262038, 32059.76739071032, 32165.42842749107, 33082.786489533966, 33203.3664529299, 32884.48509838263, 33062.784286322014, 32889.051499696, 32729.49474456649, 32631.153359199623, 32452.85417126024, 32291.08273894128, 32293.361698122164, 32471.660886061534, 32522.20220555752, 31763.55917817004, 32015.621005889912, 31803.46796933564]..., số giá trị độc nhất: 215 Các bản ghi bị trùng:
| Date | prediction_CMG_bctc |
|---|
prediction_CMG_market.csv
| Date | prediction_CMG_market | |
|---|---|---|
| 0 | 2024-03-22 | 38,785.82 |
| 1 | 2024-03-25 | 38,713.03 |
| 2 | 2024-03-26 | 38,783.49 |
| 3 | 2024-03-27 | 38,719.68 |
| 4 | 2024-03-28 | 38,941.67 |
| Date | prediction_CMG_market | |
|---|---|---|
| 237 | 2025-03-06 | 43,374.96 |
| 238 | 2025-03-07 | 43,337.43 |
| 239 | 2025-03-10 | 43,264.80 |
| 240 | 2025-03-11 | 43,041.64 |
| 241 | 2025-03-12 | 42,000.00 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 242 entries, 0 to 241 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 242 non-null object 1 prediction_CMG_market 242 non-null float64 dtypes: float64(1), object(1) memory usage: 3.9+ KB None Số giá trị bị rỗng: Date 0 prediction_CMG_market 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_market | |
|---|---|
| count | 242.00 |
| mean | 47,384.42 |
| std | 5,527.41 |
| min | 38,592.90 |
| 25% | 43,750.34 |
| 50% | 45,786.01 |
| 75% | 49,931.66 |
| max | 60,690.67 |
Date 242 prediction_CMG_market 240 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2024-03-22', '2024-03-25', '2024-03-26', '2024-03-27', '2024-03-28', '2024-03-29', '2024-04-01', '2024-04-02', '2024-04-03', '2024-04-04', '2024-04-05', '2024-04-08', '2024-04-09', '2024-04-10', '2024-04-11', '2024-04-12', '2024-04-15', '2024-04-16', '2024-04-17', '2024-04-19']..., số giá trị độc nhất: 242 prediction_CMG_market: [38785.82421949801, 38713.03209015034, 38783.48943121989, 38719.67724416648, 38941.66941395765, 38741.34336509788, 38592.90349846667, 39991.46402564617, 40471.236225831846, 40562.83205027087, 40394.858767940335, 43055.32934801685, 43495.20812864155, 43443.468835689935, 44729.6564445988, 42341.0635570966, 41705.6560556322, 39431.30937033029, 39022.59853310349, 39490.45993710206]..., số giá trị độc nhất: 240 Các bản ghi bị trùng:
| Date | prediction_CMG_market |
|---|
prediction_FPT_bctc.csv
| Date | prediction_FPT_bctc | |
|---|---|---|
| 0 | 2023-01-12 | 58,933.42 |
| 1 | 2023-01-13 | 58,433.20 |
| 2 | 2023-01-16 | 58,928.64 |
| 3 | 2023-01-17 | 59,673.84 |
| 4 | 2023-01-18 | 60,750.73 |
| Date | prediction_FPT_bctc | |
|---|---|---|
| 487 | 2024-12-25 | 106,214.87 |
| 488 | 2024-12-26 | 106,121.79 |
| 489 | 2024-12-27 | 106,115.48 |
| 490 | 2024-12-30 | 106,121.79 |
| 491 | 2024-12-31 | 106,192.69 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 492 entries, 0 to 491 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 492 non-null object 1 prediction_FPT_bctc 492 non-null float64 dtypes: float64(1), object(1) memory usage: 7.8+ KB None Số giá trị bị rỗng: Date 0 prediction_FPT_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_bctc | |
|---|---|
| count | 492.00 |
| mean | 90,087.73 |
| std | 19,286.99 |
| min | 56,867.73 |
| 25% | 68,762.85 |
| 50% | 95,984.29 |
| 75% | 106,379.19 |
| max | 112,644.38 |
Date 492 prediction_FPT_bctc 385 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2023-01-12', '2023-01-13', '2023-01-16', '2023-01-17', '2023-01-18', '2023-01-19', '2023-01-27', '2023-01-30', '2023-01-31', '2023-02-01', '2023-02-02', '2023-02-03', '2023-02-06', '2023-02-07', '2023-02-08', '2023-02-09', '2023-02-10', '2023-02-13', '2023-02-14', '2023-02-15']..., số giá trị độc nhất: 492 prediction_FPT_bctc: [58933.418, 58433.203, 58928.645, 59673.836, 60750.73, 60916.79, 60930.81, 60787.57, 60729.094, 59624.78, 59579.145, 58379.848, 58826.22, 58953.387, 59133.402, 58925.348, 58938.566, 59678.984, 59660.797, 59656.348]..., số giá trị độc nhất: 385 Các bản ghi bị trùng:
| Date | prediction_FPT_bctc |
|---|
prediction_FPT_market.csv
| Date | prediction_FPT_market | |
|---|---|---|
| 0 | 2024-03-22 | 102,364.91 |
| 1 | 2024-03-25 | 102,364.91 |
| 2 | 2024-03-26 | 101,448.35 |
| 3 | 2024-03-27 | 102,364.91 |
| 4 | 2024-03-28 | 102,222.91 |
| Date | prediction_FPT_market | |
|---|---|---|
| 237 | 2025-03-06 | 137,496.53 |
| 238 | 2025-03-07 | 137,496.53 |
| 239 | 2025-03-10 | 137,496.53 |
| 240 | 2025-03-11 | 137,496.53 |
| 241 | 2025-03-12 | 137,496.53 |
<class 'pandas.core.frame.DataFrame'> RangeIndex: 242 entries, 0 to 241 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Date 242 non-null object 1 prediction_FPT_market 242 non-null float64 dtypes: float64(1), object(1) memory usage: 3.9+ KB None Số giá trị bị rỗng: Date 0 prediction_FPT_market 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_market | |
|---|---|
| count | 242.00 |
| mean | 128,845.17 |
| std | 11,630.44 |
| min | 100,112.28 |
| 25% | 127,627.96 |
| 50% | 134,026.63 |
| 75% | 137,496.53 |
| max | 137,643.98 |
Date 242 prediction_FPT_market 110 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Date: ['2024-03-22', '2024-03-25', '2024-03-26', '2024-03-27', '2024-03-28', '2024-03-29', '2024-04-01', '2024-04-02', '2024-04-03', '2024-04-04', '2024-04-05', '2024-04-08', '2024-04-09', '2024-04-10', '2024-04-11', '2024-04-12', '2024-04-15', '2024-04-16', '2024-04-17', '2024-04-19']..., số giá trị độc nhất: 242 prediction_FPT_market: [102364.914, 101448.35, 102222.914, 103004.69, 101195.49, 101395.98, 100496.65, 100112.28, 100549.02, 103182.51, 105880.4, 106352.57, 111537.71, 111065.54, 114489.555, 114627.94, 115217.734, 115571.586, 115778.53, 116737.56]..., số giá trị độc nhất: 110 Các bản ghi bị trùng:
| Date | prediction_FPT_market |
|---|
In [7]:
def convert_to_number(s):
unit_multipliers = {
'K': 1e3,
'M': 1e6,
'B': 1e9
}
if isinstance(s, str):
match = re.match(r"([0-9.]+)([a-zA-Z]+)?", s.strip())
if match:
number = float(match.group(1))
unit = match.group(2)
if unit:
return number * unit_multipliers.get(unit.upper(), 1)
else:
return number
elif isinstance(s, (int, float)):
return s
# Hàm làm sạch dữ liệu lịch sử giá 2 cổ phiếu
def clean_history_price(df):
rename_map = {
'Ngày': 'Date',
'Lần cuối': 'Close',
'Mở': 'Open',
'Cao': 'High',
'Thấp': 'Low',
'KL': 'Volume',
'% Thay đổi': 'Change %'
}
df = df.rename(columns=rename_map)
df['Date'] = pd.to_datetime(df['Date'], dayfirst=True)
df['Volume'] = df['Volume'].apply(convert_to_number)
df['Change %'] = df['Change %'].str.rstrip('%').astype(float) / 100
# Convert 'Close', 'Open', 'High', 'Low' to numeric
for col in ['Close', 'Open', 'High', 'Low']:
df[col] = df[col].str.replace(',', '').astype(float)
df = df.sort_values(by='Date')
df = df.set_index('Date')
return df
In [8]:
def clean_prediction(df):
df['Date'] = pd.to_datetime(df['Date'])
df = df.sort_values(by='Date')
df = df.set_index('Date')
return df
In [9]:
def clean_news(df):
df = df.rename(columns = {'Unnamed: 0':'Date'})
df['Date'] = pd.to_datetime(df['Date'])
df = df.sort_values(by='Date')
df = df.set_index('Date')
df = df.drop(columns = ['news_avg_title_len','news_avg_summary_len']) # Do việc sử dụng độ dài tiêu đề tin tức và độ dài tóm tắt tin tức làm feature là không thiết thực
return df
In [10]:
for key, value in data.items():
print(key, value.shape)
CMG_news_features.csv (715, 13) Dữ liệu Lịch sử CMG.csv (544, 7) Dữ liệu Lịch sử FPT.csv (544, 7) FPT_news_features.csv (713, 13) prediction_CMG_bctc.csv (492, 2) prediction_CMG_market.csv (242, 2) prediction_FPT_bctc.csv (492, 2) prediction_FPT_market.csv (242, 2)
In [11]:
def ultimate_clean(data_dict):
df_dict = data_dict.copy()
for key, value in df_dict.items():
df = value.copy()
if 'news' in key:
df = clean_news(df)
elif 'prediction' in key:
df = clean_prediction(df)
elif 'Lịch sử' in key:
df = clean_history_price(df)
else:
pass
df_dict[key] = df
return df_dict
In [12]:
clean_data = ultimate_clean(data)
for key, value in clean_data.items():
basic_stats(value, key)
CMG_news_features.csv
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-03-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 78,000.00 | 1.00 |
| 2023-03-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -133,200.00 | 1.00 |
| 2023-03-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2025-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 715 entries, 2023-03-14 to 2025-02-25 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 news_count 715 non-null float64 1 news_total_pos_kw 715 non-null float64 2 news_total_neg_kw 715 non-null float64 3 news_llm_sentiment 715 non-null float64 4 div_event_count 715 non-null float64 5 div_total_vnd 715 non-null float64 6 div_total_bonus_ratio 715 non-null float64 7 it_event_count 715 non-null float64 8 it_total_executed_vol 715 non-null float64 9 meeting_event_count 715 non-null float64 dtypes: float64(10) memory usage: 61.4 KB None Số giá trị bị rỗng: news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| count | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 |
| mean | 1.00 | 0.00 | 0.00 | 0.00 | 1.75 | 224.06 | 13.77 | 1.16 | -91,583.47 | 1.00 |
| std | 0.00 | 0.00 | 0.00 | 0.05 | 0.97 | 290.43 | 6.06 | 0.46 | 545,212.93 | 0.00 |
| min | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -1,502,100.00 | 1.00 |
| 25% | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 50% | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -60,400.00 | 1.00 |
| 75% | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 10,000.00 | 1.00 |
| max | 1.00 | 0.00 | 0.00 | 1.00 | 3.00 | 600.00 | 21.62 | 6.00 | 3,470,870.00 | 1.00 |
news_count 1 news_total_pos_kw 1 news_total_neg_kw 1 news_llm_sentiment 2 div_event_count 2 div_total_vnd 2 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 24 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: news_count: [1.0]..., số giá trị độc nhất: 1 news_total_pos_kw: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw: [0.0]..., số giá trị độc nhất: 1 news_llm_sentiment: [0.0, 1.0]..., số giá trị độc nhất: 2 div_event_count: [3.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 it_event_count: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [78000.0, -133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0]..., số giá trị độc nhất: 24 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-04-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-04-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-08-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-08-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-08-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 3,470,870.00 | 1.00 |
| 2023-08-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2023-12-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-03-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-03-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-03-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 6.00 | -280,574.00 | 1.00 |
| 2024-05-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 6.00 | -280,574.00 | 1.00 |
| 2024-05-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-06-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-11-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
Dữ liệu Lịch sử CMG.csv
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2023-01-03 | 29,463.00 | 27,688.00 | 29,463.00 | 27,688.00 | 104,920.00 | 0.04 |
| 2023-01-04 | 29,179.00 | 29,783.00 | 29,783.00 | 27,404.00 | 57,010.00 | -0.01 |
| 2023-01-05 | 29,250.00 | 29,073.00 | 29,250.00 | 28,540.00 | 87,970.00 | 0.00 |
| 2023-01-06 | 29,073.00 | 29,463.00 | 29,463.00 | 28,185.00 | 55,890.00 | -0.01 |
| 2023-01-09 | 28,398.00 | 29,037.00 | 29,037.00 | 27,546.00 | 109,960.00 | -0.02 |
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2025-03-06 | 44,600.00 | 44,150.00 | 44,800.00 | 44,000.00 | 1,050,000.00 | 0.01 |
| 2025-03-07 | 44,350.00 | 44,800.00 | 44,850.00 | 44,300.00 | 596,200.00 | -0.01 |
| 2025-03-10 | 43,950.00 | 44,500.00 | 44,500.00 | 43,900.00 | 910,000.00 | -0.01 |
| 2025-03-11 | 43,100.00 | 43,050.00 | 43,300.00 | 42,950.00 | 1,600,000.00 | -0.02 |
| 2025-03-12 | 42,250.00 | 43,100.00 | 43,350.00 | 42,250.00 | 1,810,000.00 | -0.02 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 544 entries, 2023-01-03 to 2025-03-12 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 544 non-null float64 1 Open 544 non-null float64 2 High 544 non-null float64 3 Low 544 non-null float64 4 Volume 544 non-null float64 5 Change % 544 non-null float64 dtypes: float64(6) memory usage: 29.8 KB None Số giá trị bị rỗng: Close 0 Open 0 High 0 Low 0 Volume 0 Change % 0 dtype: int64 Thống kê các giá trị:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| count | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 |
| mean | 39,857.71 | 39,864.82 | 40,390.07 | 39,120.04 | 749,428.35 | 0.00 |
| std | 8,957.08 | 9,121.06 | 9,341.46 | 8,934.09 | 1,040,879.89 | 0.02 |
| min | 27,901.00 | 27,688.00 | 28,398.00 | 27,369.00 | 8,690.00 | -0.07 |
| 25% | 33,226.00 | 33,066.25 | 33,536.50 | 32,658.00 | 76,410.00 | -0.01 |
| 50% | 36,216.00 | 36,216.00 | 36,441.00 | 35,586.00 | 277,190.00 | 0.00 |
| 75% | 46,757.00 | 46,779.50 | 47,462.50 | 46,126.00 | 1,032,500.00 | 0.01 |
| max | 63,604.00 | 63,964.00 | 67,207.00 | 63,063.00 | 8,300,000.00 | 0.07 |
Close 324 Open 320 High 298 Low 303 Volume 498 Change % 325 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [29463.0, 29179.0, 29250.0, 29073.0, 28398.0, 29392.0, 29002.0, 28753.0, 28576.0, 28611.0, 29108.0, 29534.0, 30883.0, 30528.0, 30599.0, 30102.0, 30173.0, 29321.0, 29783.0, 29747.0]..., số giá trị độc nhất: 324 Open: [27688.0, 29783.0, 29073.0, 29463.0, 29037.0, 29818.0, 29144.0, 28966.0, 27972.0, 28753.0, 28789.0, 30883.0, 30528.0, 29889.0, 28540.0, 30493.0, 30138.0, 29747.0, 28576.0, 28647.0]..., số giá trị độc nhất: 320 High: [29463.0, 29783.0, 29250.0, 29037.0, 29854.0, 29144.0, 28966.0, 29108.0, 28753.0, 28789.0, 29747.0, 30883.0, 31167.0, 30599.0, 30741.0, 30422.0, 30528.0, 30173.0, 30102.0, 29676.0]..., số giá trị độc nhất: 298 Low: [27688.0, 27404.0, 28540.0, 28185.0, 27546.0, 28043.0, 27901.0, 27972.0, 27830.0, 28256.0, 28576.0, 29818.0, 30138.0, 29463.0, 29357.0, 28505.0, 29712.0, 29321.0, 28611.0, 29605.0]..., số giá trị độc nhất: 303 Volume: [104920.0, 57010.0, 87970.0, 55890.0, 109960.0, 93430.0, 143860.0, 30540.0, 109120.0, 10370.0, 20730.0, 76200.0, 86010.0, 269660.0, 48050.0, 75920.0, 65560.0, 59810.0, 56310.0, 16530.0]..., số giá trị độc nhất: 498 Change %: [0.0375, -0.0096, 0.0024, -0.0060999999999999995, -0.0232, 0.035, -0.013300000000000001, -0.0086, -0.0062, 0.0012, 0.005, 0.0123, 0.0146, 0.045700000000000005, -0.0115, 0.0023, -0.0348, 0.0192, 0.014199999999999999, -0.0116]..., số giá trị độc nhất: 325 Các bản ghi bị trùng:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date |
Dữ liệu Lịch sử FPT.csv
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2023-01-03 | 58,435.00 | 56,171.00 | 58,435.00 | 56,098.00 | 2,030,000.00 | 0.04 |
| 2023-01-04 | 58,435.00 | 59,020.00 | 59,166.00 | 57,924.00 | 1,050,000.00 | 0.00 |
| 2023-01-05 | 58,874.00 | 58,581.00 | 59,531.00 | 58,581.00 | 1,340,000.00 | 0.01 |
| 2023-01-06 | 58,654.00 | 58,728.00 | 59,239.00 | 58,581.00 | 951,410.00 | -0.00 |
| 2023-01-09 | 58,654.00 | 58,801.00 | 59,093.00 | 58,362.00 | 686,250.00 | 0.00 |
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2025-03-06 | 141,600.00 | 139,500.00 | 143,500.00 | 139,500.00 | 6,420,000.00 | 0.02 |
| 2025-03-07 | 141,400.00 | 141,700.00 | 142,700.00 | 141,100.00 | 2,950,000.00 | -0.00 |
| 2025-03-10 | 139,300.00 | 141,500.00 | 141,500.00 | 139,200.00 | 5,320,000.00 | -0.01 |
| 2025-03-11 | 137,500.00 | 138,000.00 | 138,500.00 | 137,000.00 | 5,780,000.00 | -0.01 |
| 2025-03-12 | 135,900.00 | 137,700.00 | 138,700.00 | 135,900.00 | 6,190,000.00 | -0.01 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 544 entries, 2023-01-03 to 2025-03-12 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 544 non-null float64 1 Open 544 non-null float64 2 High 544 non-null float64 3 Low 544 non-null float64 4 Volume 544 non-null float64 5 Change % 544 non-null float64 dtypes: float64(6) memory usage: 29.8 KB None Số giá trị bị rỗng: Close 0 Open 0 High 0 Low 0 Volume 0 Change % 0 dtype: int64 Thống kê các giá trị:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| count | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 |
| mean | 97,945.51 | 97,881.79 | 98,820.51 | 97,011.78 | 3,088,292.68 | 0.00 |
| std | 31,962.95 | 31,979.04 | 32,268.51 | 31,687.45 | 2,326,429.93 | 0.01 |
| min | 56,609.00 | 56,171.00 | 57,267.00 | 56,098.00 | 292,270.00 | -0.05 |
| 25% | 68,728.00 | 68,452.25 | 68,982.00 | 68,176.00 | 1,390,000.00 | -0.01 |
| 50% | 86,656.50 | 85,498.00 | 87,129.00 | 85,240.50 | 2,510,000.00 | 0.00 |
| 75% | 131,880.00 | 131,979.00 | 132,873.00 | 130,589.00 | 3,980,000.00 | 0.01 |
| max | 154,300.00 | 154,100.00 | 156,000.00 | 153,400.00 | 15,380,000.00 | 0.07 |
Close 368 Open 361 High 368 Low 365 Volume 386 Change % 293 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [58435.0, 58874.0, 58654.0, 58728.0, 59093.0, 58947.0, 59020.0, 59896.0, 60919.0, 61284.0, 61357.0, 61138.0, 60992.0, 59823.0, 58508.0, 58801.0, 59312.0, 59604.0, 60481.0, 59750.0]..., số giá trị độc nhất: 368 Open: [56171.0, 59020.0, 58581.0, 58728.0, 58801.0, 58947.0, 59166.0, 58508.0, 59312.0, 59969.0, 60627.0, 61430.0, 61503.0, 60992.0, 61357.0, 59896.0, 58435.0, 59239.0, 59604.0, 60481.0]..., số giá trị độc nhất: 361 High: [58435.0, 59166.0, 59531.0, 59239.0, 59093.0, 59385.0, 59604.0, 59312.0, 59896.0, 60919.0, 61503.0, 62453.0, 61649.0, 61138.0, 61357.0, 60188.0, 59823.0, 59677.0, 60627.0, 60261.0]..., số giá trị độc nhất: 368 Low: [56098.0, 57924.0, 58581.0, 58362.0, 58728.0, 58435.0, 58216.0, 59166.0, 59750.0, 60554.0, 61357.0, 61138.0, 59677.0, 59385.0, 58508.0, 58801.0, 58874.0, 58947.0, 58654.0, 59458.0]..., số giá trị độc nhất: 365 Volume: [2029999.9999999998, 1050000.0, 1340000.0, 951410.0, 686250.0, 995450.0, 1420000.0, 717460.0, 830930.0, 759780.0, 1290000.0, 1260000.0, 1760000.0, 1510000.0, 1180000.0, 2020000.0, 1390000.0, 1750000.0, 2290000.0, 1250000.0]..., số giá trị độc nhất: 386 Change %: [0.0403, 0.0, 0.0075, -0.0037, 0.0013, 0.0062, -0.0025, -0.0087, 0.01, 0.0148, 0.0171, 0.006, 0.0012, -0.0036, -0.0024, -0.018000000000000002, -0.0012, -0.022000000000000002, 0.005, 0.0025]..., số giá trị độc nhất: 293 Các bản ghi bị trùng:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date |
FPT_news_features.csv
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-05-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
| 2023-05-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2025-04-11 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-12 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-13 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-14 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-15 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 713 entries, 2023-05-04 to 2025-04-15 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 news_count 713 non-null float64 1 news_total_pos_kw 713 non-null float64 2 news_total_neg_kw 713 non-null float64 3 news_llm_sentiment 713 non-null float64 4 div_event_count 713 non-null float64 5 div_total_vnd 713 non-null float64 6 div_total_bonus_ratio 713 non-null float64 7 it_event_count 713 non-null float64 8 it_total_executed_vol 713 non-null float64 9 meeting_event_count 713 non-null float64 dtypes: float64(10) memory usage: 61.3 KB None Số giá trị bị rỗng: news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| count | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 |
| mean | 1.27 | 1.05 | 0.02 | 0.12 | 1.50 | 1,000.00 | 3.33 | 1.11 | -968,731.78 | 1.00 |
| std | 0.60 | 0.94 | 0.13 | 0.38 | 0.50 | 0.00 | 3.34 | 0.61 | 1,399,125.38 | 0.00 |
| min | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 25% | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 50% | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 75% | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| max | 3.00 | 3.00 | 1.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
news_count 3 news_total_pos_kw 4 news_total_neg_kw 2 news_llm_sentiment 3 div_event_count 2 div_total_vnd 1 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 10 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: news_count: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_total_pos_kw: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_neg_kw: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 div_event_count: [2.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [1000.0]..., số giá trị độc nhất: 1 div_total_bonus_ratio: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 it_event_count: [9.0, 1.0, 4.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [1954643.0, -4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 10 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-05-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-07 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-08 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-09 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-10 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-11 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-12 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-13 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-14 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-15 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-16 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-17 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-18 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-19 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-20 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-21 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-22 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-23 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-24 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-26 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-27 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-28 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-29 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-30 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-31 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-01 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-02 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-03 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-04 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-05 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-06 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-07 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-08 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-09 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-10 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-11 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-12 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-13 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-14 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-15 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-16 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-17 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-18 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-19 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-20 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-21 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-22 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-23 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-24 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-19 | 2.00 | 0.00 | 1.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-23 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-24 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-27 | 2.00 | 1.00 | 1.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-28 | 2.00 | 1.00 | 1.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-30 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-31 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-02-01 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-02-02 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-02-04 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-05 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-06 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-11 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-12 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-13 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-14 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-16 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-18 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-19 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-20 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-21 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-22 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-23 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-24 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-25 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-26 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-27 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-01 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-02 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-03 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-04 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-05 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-06 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-07 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-08 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-09 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-10 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-11 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-15 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-16 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-19 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-24 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-25 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-26 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-27 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-28 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-29 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-30 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-31 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-01 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-02 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-03 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-04 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-05 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-06 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-07 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-08 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-09 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-10 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-11 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-12 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-13 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-14 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-15 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-16 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-17 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-18 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-19 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-20 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-21 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-22 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-23 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-24 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-26 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-27 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-28 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-29 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-30 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-01 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-02 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-03 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-04 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-05 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-06 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-07 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-08 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-10 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-11 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-12 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-13 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-14 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-15 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-16 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-18 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-19 | 1.00 | 0.00 | 0.00 | -1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-20 | 2.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-21 | 2.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-22 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-23 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-24 | 2.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-25 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-26 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-27 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-28 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-29 | 2.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-30 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-01 | 3.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-02 | 3.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-03 | 3.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-05 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-06 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-07 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-08 | 2.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-09 | 2.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-10 | 2.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-11 | 3.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-15 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-16 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-17 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-18 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-21 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-24 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-02 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-04 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-08 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-09 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-10 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-22 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-29 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-31 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-03 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-04 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-05 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-06 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-07 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-09 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-10 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-11 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-12 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-13 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-14 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-15 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-21 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-23 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-26 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-31 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-01 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-06 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-07 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-08 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-09 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-16 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-25 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-01 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-03 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-04 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-10 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-12 | 2.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-13 | 2.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-20 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-21 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-23 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-25 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-26 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-27 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-28 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-31 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-01 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-02 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-03 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-04 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-05 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-06 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-07 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-08 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-09 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-10 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-11 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-13 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-15 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-20 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-27 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-28 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-29 | 2.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-01 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-02 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-03 | 2.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-05 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-07 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-08 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-09 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-10 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-13 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-15 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-18 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-19 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-20 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-21 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-22 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-23 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-24 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-25 | 2.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-30 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-03 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-04 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-05 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-06 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-07 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-08 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-09 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-10 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-11 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-12 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-13 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-14 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-15 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-17 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-20 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-23 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-24 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-25 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-26 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-27 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-28 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-29 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-30 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-31 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-01 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-02 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-04 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-05 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-06 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-11 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-12 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-13 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-14 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-17 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-18 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-25 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-28 | 1.00 | 2.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-02 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-03 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-04 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-05 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-06 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-07 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-08 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-09 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-10 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-11 | 3.00 | 2.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-12 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-13 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-14 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-15 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-16 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-17 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-18 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-19 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-20 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-21 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-22 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-23 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-24 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-25 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-26 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-27 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-28 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-29 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-30 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-31 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-02 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-03 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-04 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-05 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-06 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-07 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-08 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-09 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-10 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-11 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-12 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-13 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-14 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-15 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
prediction_CMG_bctc.csv
| prediction_CMG_bctc | |
|---|---|
| Date | |
| 2023-01-12 | 31,691.02 |
| 2023-01-13 | 31,687.28 |
| 2023-01-16 | 31,664.80 |
| 2023-01-17 | 31,664.80 |
| 2023-01-18 | 32,059.77 |
| prediction_CMG_bctc | |
|---|---|
| Date | |
| 2024-12-25 | 51,255.24 |
| 2024-12-26 | 51,255.24 |
| 2024-12-27 | 49,912.06 |
| 2024-12-30 | 49,912.06 |
| 2024-12-31 | 49,912.06 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 492 entries, 2023-01-12 to 2024-12-31 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_CMG_bctc 492 non-null float64 dtypes: float64(1) memory usage: 7.7 KB None Số giá trị bị rỗng: prediction_CMG_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_bctc | |
|---|---|
| count | 492.00 |
| mean | 41,042.15 |
| std | 6,881.79 |
| min | 31,664.80 |
| 25% | 35,898.96 |
| 50% | 38,684.38 |
| 75% | 48,865.44 |
| max | 51,306.21 |
prediction_CMG_bctc 215 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_CMG_bctc: [31691.02210223359, 31687.283002712877, 31664.79769262038, 32059.76739071032, 32165.42842749107, 33082.786489533966, 33203.3664529299, 32884.48509838263, 33062.784286322014, 32889.051499696, 32729.49474456649, 32631.153359199623, 32452.85417126024, 32291.08273894128, 32293.361698122164, 32471.660886061534, 32522.20220555752, 31763.55917817004, 32015.621005889912, 31803.46796933564]..., số giá trị độc nhất: 215 Các bản ghi bị trùng:
| prediction_CMG_bctc | |
|---|---|
| Date | |
| 2023-01-17 | 31,664.80 |
| 2023-01-31 | 33,203.37 |
| 2023-02-03 | 33,082.79 |
| 2023-02-06 | 33,203.37 |
| 2023-02-13 | 32,631.15 |
| 2023-02-14 | 32,631.15 |
| 2023-02-15 | 32,452.85 |
| 2023-02-27 | 31,664.80 |
| 2023-02-28 | 31,803.47 |
| 2023-03-02 | 31,687.28 |
| 2023-03-03 | 31,664.80 |
| 2023-03-06 | 31,664.80 |
| 2023-03-07 | 31,664.80 |
| 2023-03-08 | 31,964.58 |
| 2023-03-09 | 31,687.28 |
| 2023-03-10 | 32,059.77 |
| 2023-03-14 | 31,664.80 |
| 2023-03-16 | 32,059.77 |
| 2023-03-20 | 31,691.02 |
| 2023-03-22 | 31,664.80 |
| 2023-03-23 | 31,687.28 |
| 2023-03-24 | 31,803.47 |
| 2023-03-27 | 31,664.80 |
| 2023-03-28 | 31,664.80 |
| 2023-03-29 | 31,664.80 |
| 2023-03-30 | 31,664.80 |
| 2023-03-31 | 31,664.80 |
| 2023-04-04 | 32,254.47 |
| 2023-04-11 | 32,674.22 |
| 2023-04-12 | 32,640.58 |
| 2023-04-14 | 32,812.20 |
| 2023-04-20 | 32,802.35 |
| 2023-04-21 | 32,802.35 |
| 2023-04-24 | 32,640.58 |
| 2023-04-26 | 32,623.68 |
| 2023-04-27 | 32,623.68 |
| 2023-04-28 | 32,640.58 |
| 2023-05-04 | 32,640.58 |
| 2023-05-05 | 32,640.58 |
| 2023-05-08 | 32,640.58 |
| 2023-05-09 | 32,623.68 |
| 2023-05-10 | 32,623.68 |
| 2023-05-11 | 32,623.68 |
| 2023-05-12 | 32,623.68 |
| 2023-05-15 | 32,623.68 |
| 2023-05-16 | 32,623.68 |
| 2023-05-18 | 32,484.72 |
| 2023-05-19 | 32,484.72 |
| 2023-05-25 | 32,393.68 |
| 2023-05-26 | 32,374.79 |
| 2023-05-30 | 32,397.41 |
| 2023-05-31 | 32,484.72 |
| 2023-06-02 | 32,500.31 |
| 2023-06-09 | 35,346.74 |
| 2023-06-12 | 35,346.74 |
| 2023-06-13 | 35,346.74 |
| 2023-06-15 | 35,175.69 |
| 2023-06-16 | 35,346.74 |
| 2023-06-19 | 35,346.74 |
| 2023-06-21 | 35,481.69 |
| 2023-06-23 | 35,346.74 |
| 2023-06-28 | 37,070.99 |
| 2023-06-30 | 36,593.30 |
| 2023-07-06 | 36,181.37 |
| 2023-07-07 | 36,181.37 |
| 2023-07-10 | 36,181.37 |
| 2023-07-21 | 37,289.40 |
| 2023-07-24 | 37,289.40 |
| 2023-07-27 | 36,700.77 |
| 2023-08-07 | 37,930.98 |
| 2023-08-08 | 38,004.65 |
| 2023-08-09 | 37,877.53 |
| 2023-08-11 | 37,691.61 |
| 2023-08-14 | 37,673.87 |
| 2023-08-15 | 37,673.87 |
| 2023-08-16 | 37,673.87 |
| 2023-08-23 | 37,673.87 |
| 2023-09-13 | 38,600.16 |
| 2023-09-21 | 37,692.10 |
| 2023-09-29 | 37,238.92 |
| 2023-10-04 | 36,294.97 |
| 2023-10-05 | 36,294.97 |
| 2023-10-06 | 36,294.97 |
| 2023-10-09 | 36,687.38 |
| 2023-10-19 | 36,883.59 |
| 2023-10-20 | 36,687.38 |
| 2023-10-23 | 36,294.97 |
| 2023-10-31 | 34,339.90 |
| 2023-11-01 | 34,339.90 |
| 2023-11-02 | 34,339.90 |
| 2023-11-03 | 34,339.90 |
| 2023-11-07 | 34,705.56 |
| 2023-11-10 | 35,828.04 |
| 2023-11-13 | 35,828.04 |
| 2023-11-14 | 35,972.76 |
| 2023-11-16 | 36,294.97 |
| 2023-11-17 | 36,294.97 |
| 2023-11-20 | 36,294.97 |
| 2023-11-21 | 37,029.55 |
| 2023-11-22 | 37,325.96 |
| 2023-11-23 | 37,197.74 |
| 2023-11-29 | 37,325.96 |
| 2023-11-30 | 37,325.96 |
| 2023-12-01 | 37,283.40 |
| 2023-12-06 | 37,325.96 |
| 2023-12-11 | 37,565.29 |
| 2023-12-12 | 37,565.29 |
| 2023-12-13 | 37,565.29 |
| 2023-12-14 | 37,565.29 |
| 2023-12-15 | 37,565.29 |
| 2023-12-19 | 37,749.54 |
| 2023-12-20 | 37,749.54 |
| 2023-12-21 | 37,749.54 |
| 2023-12-22 | 37,807.50 |
| 2024-01-03 | 42,162.64 |
| 2024-01-04 | 42,162.64 |
| 2024-01-09 | 40,428.00 |
| 2024-01-22 | 38,602.92 |
| 2024-01-24 | 37,924.52 |
| 2024-01-25 | 37,924.52 |
| 2024-02-07 | 39,774.10 |
| 2024-02-15 | 39,446.64 |
| 2024-02-19 | 39,171.35 |
| 2024-02-20 | 39,171.35 |
| 2024-02-21 | 39,080.99 |
| 2024-02-26 | 38,703.30 |
| 2024-02-29 | 38,728.89 |
| 2024-04-11 | 45,706.57 |
| 2024-04-12 | 45,706.57 |
| 2024-04-16 | 43,158.17 |
| 2024-04-17 | 43,140.50 |
| 2024-04-24 | 43,140.50 |
| 2024-04-25 | 43,140.50 |
| 2024-04-26 | 43,140.50 |
| 2024-05-06 | 44,201.21 |
| 2024-05-10 | 50,781.79 |
| 2024-05-13 | 50,781.79 |
| 2024-05-14 | 50,781.79 |
| 2024-05-15 | 50,781.79 |
| 2024-05-16 | 50,781.79 |
| 2024-05-17 | 50,781.79 |
| 2024-05-20 | 50,781.79 |
| 2024-05-21 | 50,781.79 |
| 2024-05-22 | 50,781.79 |
| 2024-05-23 | 50,781.79 |
| 2024-05-24 | 50,781.79 |
| 2024-05-27 | 50,781.79 |
| 2024-05-28 | 50,781.79 |
| 2024-05-29 | 50,781.79 |
| 2024-05-30 | 50,781.79 |
| 2024-05-31 | 50,781.79 |
| 2024-06-03 | 50,781.79 |
| 2024-06-04 | 50,781.79 |
| 2024-06-05 | 50,781.79 |
| 2024-06-06 | 50,781.79 |
| 2024-06-07 | 50,781.79 |
| 2024-06-10 | 50,781.79 |
| 2024-06-11 | 50,781.79 |
| 2024-06-12 | 50,781.79 |
| 2024-06-13 | 50,781.79 |
| 2024-06-14 | 50,781.79 |
| 2024-06-17 | 50,781.79 |
| 2024-06-18 | 50,781.79 |
| 2024-06-19 | 50,781.79 |
| 2024-06-20 | 50,781.79 |
| 2024-06-21 | 50,781.79 |
| 2024-06-24 | 50,781.79 |
| 2024-06-25 | 50,781.79 |
| 2024-06-26 | 50,781.79 |
| 2024-06-27 | 50,781.79 |
| 2024-06-28 | 50,781.79 |
| 2024-07-01 | 50,781.79 |
| 2024-07-02 | 50,781.79 |
| 2024-07-04 | 50,323.86 |
| 2024-07-08 | 50,286.97 |
| 2024-07-10 | 50,286.97 |
| 2024-07-11 | 50,286.97 |
| 2024-07-12 | 50,286.97 |
| 2024-07-15 | 50,286.97 |
| 2024-07-16 | 50,286.97 |
| 2024-07-17 | 50,323.86 |
| 2024-07-18 | 50,323.86 |
| 2024-07-19 | 50,323.86 |
| 2024-07-22 | 50,323.86 |
| 2024-07-23 | 50,323.86 |
| 2024-07-24 | 50,323.86 |
| 2024-07-26 | 50,323.86 |
| 2024-07-29 | 50,323.86 |
| 2024-07-30 | 50,323.86 |
| 2024-07-31 | 50,323.86 |
| 2024-08-02 | 48,980.68 |
| 2024-08-05 | 47,883.08 |
| 2024-08-06 | 47,883.08 |
| 2024-08-08 | 47,934.06 |
| 2024-08-09 | 47,934.06 |
| 2024-08-14 | 47,883.08 |
| 2024-08-15 | 47,883.08 |
| 2024-08-16 | 48,980.68 |
| 2024-08-19 | 48,980.68 |
| 2024-08-20 | 48,980.68 |
| 2024-08-21 | 48,980.68 |
| 2024-08-22 | 50,323.86 |
| 2024-08-23 | 50,323.86 |
| 2024-08-26 | 48,980.68 |
| 2024-08-27 | 48,980.68 |
| 2024-08-28 | 48,980.68 |
| 2024-08-29 | 48,980.68 |
| 2024-09-04 | 48,943.80 |
| 2024-09-05 | 48,980.68 |
| 2024-09-06 | 47,900.75 |
| 2024-09-09 | 47,883.08 |
| 2024-09-10 | 47,883.08 |
| 2024-09-11 | 47,883.08 |
| 2024-09-12 | 47,883.08 |
| 2024-09-13 | 47,883.08 |
| 2024-09-16 | 47,883.08 |
| 2024-09-17 | 47,883.08 |
| 2024-09-18 | 48,980.68 |
| 2024-09-19 | 48,943.80 |
| 2024-09-20 | 48,943.80 |
| 2024-09-25 | 47,863.87 |
| 2024-09-26 | 47,863.87 |
| 2024-09-27 | 47,846.20 |
| 2024-09-30 | 47,846.20 |
| 2024-10-01 | 47,846.20 |
| 2024-10-02 | 47,846.20 |
| 2024-10-04 | 48,520.14 |
| 2024-10-07 | 48,520.14 |
| 2024-10-09 | 48,520.14 |
| 2024-10-16 | 48,865.44 |
| 2024-10-17 | 48,883.10 |
| 2024-10-18 | 48,865.44 |
| 2024-10-21 | 49,963.03 |
| 2024-10-22 | 48,520.14 |
| 2024-10-23 | 48,520.14 |
| 2024-10-24 | 48,411.72 |
| 2024-10-25 | 48,520.14 |
| 2024-10-28 | 48,520.14 |
| 2024-10-30 | 48,883.10 |
| 2024-10-31 | 48,865.44 |
| 2024-11-01 | 48,865.44 |
| 2024-11-04 | 48,520.14 |
| 2024-11-05 | 48,411.72 |
| 2024-11-06 | 48,411.72 |
| 2024-11-07 | 48,537.80 |
| 2024-11-12 | 51,306.21 |
| 2024-11-13 | 51,306.21 |
| 2024-11-14 | 51,306.21 |
| 2024-11-15 | 51,306.21 |
| 2024-11-20 | 49,509.32 |
| 2024-11-21 | 49,509.32 |
| 2024-11-22 | 49,509.32 |
| 2024-11-26 | 49,617.74 |
| 2024-11-27 | 49,963.03 |
| 2024-11-28 | 49,963.03 |
| 2024-11-29 | 51,306.21 |
| 2024-12-02 | 51,306.21 |
| 2024-12-04 | 51,255.24 |
| 2024-12-05 | 51,255.24 |
| 2024-12-06 | 51,255.24 |
| 2024-12-09 | 51,255.24 |
| 2024-12-10 | 51,255.24 |
| 2024-12-11 | 51,255.24 |
| 2024-12-12 | 51,255.24 |
| 2024-12-13 | 49,912.06 |
| 2024-12-16 | 51,255.24 |
| 2024-12-17 | 51,255.24 |
| 2024-12-18 | 51,255.24 |
| 2024-12-19 | 51,255.24 |
| 2024-12-20 | 51,255.24 |
| 2024-12-23 | 51,255.24 |
| 2024-12-24 | 51,255.24 |
| 2024-12-25 | 51,255.24 |
| 2024-12-26 | 51,255.24 |
| 2024-12-27 | 49,912.06 |
| 2024-12-30 | 49,912.06 |
| 2024-12-31 | 49,912.06 |
prediction_CMG_market.csv
| prediction_CMG_market | |
|---|---|
| Date | |
| 2024-03-22 | 38,785.82 |
| 2024-03-25 | 38,713.03 |
| 2024-03-26 | 38,783.49 |
| 2024-03-27 | 38,719.68 |
| 2024-03-28 | 38,941.67 |
| prediction_CMG_market | |
|---|---|
| Date | |
| 2025-03-06 | 43,374.96 |
| 2025-03-07 | 43,337.43 |
| 2025-03-10 | 43,264.80 |
| 2025-03-11 | 43,041.64 |
| 2025-03-12 | 42,000.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 242 entries, 2024-03-22 to 2025-03-12 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_CMG_market 242 non-null float64 dtypes: float64(1) memory usage: 3.8 KB None Số giá trị bị rỗng: prediction_CMG_market 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_market | |
|---|---|
| count | 242.00 |
| mean | 47,384.42 |
| std | 5,527.41 |
| min | 38,592.90 |
| 25% | 43,750.34 |
| 50% | 45,786.01 |
| 75% | 49,931.66 |
| max | 60,690.67 |
prediction_CMG_market 240 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_CMG_market: [38785.82421949801, 38713.03209015034, 38783.48943121989, 38719.67724416648, 38941.66941395765, 38741.34336509788, 38592.90349846667, 39991.46402564617, 40471.236225831846, 40562.83205027087, 40394.858767940335, 43055.32934801685, 43495.20812864155, 43443.468835689935, 44729.6564445988, 42341.0635570966, 41705.6560556322, 39431.30937033029, 39022.59853310349, 39490.45993710206]..., số giá trị độc nhất: 240 Các bản ghi bị trùng:
| prediction_CMG_market | |
|---|---|
| Date | |
| 2024-04-02 | 38,741.34 |
| 2025-03-10 | 43,264.80 |
prediction_FPT_bctc.csv
| prediction_FPT_bctc | |
|---|---|
| Date | |
| 2023-01-12 | 58,933.42 |
| 2023-01-13 | 58,433.20 |
| 2023-01-16 | 58,928.64 |
| 2023-01-17 | 59,673.84 |
| 2023-01-18 | 60,750.73 |
| prediction_FPT_bctc | |
|---|---|
| Date | |
| 2024-12-25 | 106,214.87 |
| 2024-12-26 | 106,121.79 |
| 2024-12-27 | 106,115.48 |
| 2024-12-30 | 106,121.79 |
| 2024-12-31 | 106,192.69 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 492 entries, 2023-01-12 to 2024-12-31 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_FPT_bctc 492 non-null float64 dtypes: float64(1) memory usage: 7.7 KB None Số giá trị bị rỗng: prediction_FPT_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_bctc | |
|---|---|
| count | 492.00 |
| mean | 90,087.73 |
| std | 19,286.99 |
| min | 56,867.73 |
| 25% | 68,762.85 |
| 50% | 95,984.29 |
| 75% | 106,379.19 |
| max | 112,644.38 |
prediction_FPT_bctc 385 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_FPT_bctc: [58933.418, 58433.203, 58928.645, 59673.836, 60750.73, 60916.79, 60930.81, 60787.57, 60729.094, 59624.78, 59579.145, 58379.848, 58826.22, 58953.387, 59133.402, 58925.348, 58938.566, 59678.984, 59660.797, 59656.348]..., số giá trị độc nhất: 385 Các bản ghi bị trùng:
| prediction_FPT_bctc | |
|---|---|
| Date | |
| 2023-02-10 | 58,925.35 |
| 2023-02-14 | 58,938.57 |
| 2023-03-31 | 57,765.46 |
| 2023-04-19 | 63,078.31 |
| 2023-04-21 | 63,078.31 |
| 2023-04-27 | 62,544.36 |
| 2023-06-02 | 65,638.41 |
| 2023-06-07 | 65,534.06 |
| 2023-06-15 | 65,675.70 |
| 2023-06-21 | 65,594.91 |
| 2023-06-22 | 65,594.91 |
| 2023-06-23 | 65,507.85 |
| 2023-08-11 | 73,578.57 |
| 2023-11-20 | 84,405.65 |
| 2023-11-21 | 84,431.88 |
| 2023-11-28 | 84,431.88 |
| 2024-01-26 | 93,338.30 |
| 2024-01-31 | 93,338.30 |
| 2024-02-07 | 96,638.76 |
| 2024-02-15 | 96,638.76 |
| 2024-03-11 | 102,095.90 |
| 2024-03-22 | 101,758.22 |
| 2024-03-29 | 101,805.74 |
| 2024-04-12 | 101,966.15 |
| 2024-06-07 | 112,057.08 |
| 2024-06-14 | 112,171.39 |
| 2024-06-17 | 112,171.39 |
| 2024-06-20 | 112,151.24 |
| 2024-06-24 | 112,171.39 |
| 2024-06-25 | 112,151.24 |
| 2024-06-26 | 112,151.24 |
| 2024-06-28 | 112,151.24 |
| 2024-07-11 | 111,541.61 |
| 2024-07-12 | 111,541.61 |
| 2024-07-15 | 111,541.61 |
| 2024-07-16 | 111,541.61 |
| 2024-07-30 | 110,931.91 |
| 2024-07-31 | 110,931.91 |
| 2024-08-01 | 110,882.05 |
| 2024-08-13 | 110,931.91 |
| 2024-08-14 | 110,870.12 |
| 2024-08-15 | 110,931.91 |
| 2024-08-16 | 111,479.96 |
| 2024-08-19 | 110,931.91 |
| 2024-08-22 | 110,993.55 |
| 2024-08-23 | 110,993.55 |
| 2024-08-26 | 111,083.26 |
| 2024-08-27 | 111,556.74 |
| 2024-08-28 | 110,993.55 |
| 2024-08-29 | 110,993.55 |
| 2024-09-04 | 110,993.55 |
| 2024-09-05 | 111,479.96 |
| 2024-09-09 | 111,083.26 |
| 2024-09-10 | 110,931.91 |
| 2024-09-11 | 111,479.96 |
| 2024-09-12 | 111,008.68 |
| 2024-09-13 | 110,993.55 |
| 2024-09-16 | 111,083.26 |
| 2024-09-17 | 111,008.68 |
| 2024-09-18 | 110,993.55 |
| 2024-09-19 | 111,028.90 |
| 2024-09-20 | 111,028.90 |
| 2024-09-23 | 110,993.55 |
| 2024-09-24 | 111,541.61 |
| 2024-09-25 | 110,993.55 |
| 2024-09-26 | 111,541.61 |
| 2024-09-27 | 110,993.55 |
| 2024-09-30 | 110,993.55 |
| 2024-10-16 | 106,535.21 |
| 2024-10-17 | 106,535.21 |
| 2024-10-24 | 106,266.97 |
| 2024-10-25 | 106,266.97 |
| 2024-10-28 | 106,364.22 |
| 2024-10-29 | 106,364.22 |
| 2024-10-30 | 106,535.21 |
| 2024-10-31 | 106,535.21 |
| 2024-11-01 | 106,266.97 |
| 2024-11-04 | 106,266.97 |
| 2024-11-05 | 106,266.97 |
| 2024-11-06 | 106,266.97 |
| 2024-11-07 | 106,364.22 |
| 2024-11-08 | 106,535.21 |
| 2024-11-12 | 106,535.21 |
| 2024-11-14 | 106,535.21 |
| 2024-11-18 | 106,281.20 |
| 2024-11-19 | 106,281.20 |
| 2024-11-20 | 106,281.20 |
| 2024-11-22 | 106,281.01 |
| 2024-11-25 | 106,266.97 |
| 2024-11-26 | 106,364.22 |
| 2024-11-28 | 105,873.95 |
| 2024-12-04 | 106,121.79 |
| 2024-12-06 | 106,115.48 |
| 2024-12-09 | 106,115.48 |
| 2024-12-11 | 106,121.79 |
| 2024-12-12 | 106,125.06 |
| 2024-12-13 | 106,115.48 |
| 2024-12-16 | 106,125.06 |
| 2024-12-17 | 106,115.48 |
| 2024-12-18 | 106,115.48 |
| 2024-12-19 | 106,115.48 |
| 2024-12-20 | 106,115.48 |
| 2024-12-23 | 106,121.79 |
| 2024-12-24 | 106,121.79 |
| 2024-12-26 | 106,121.79 |
| 2024-12-27 | 106,115.48 |
| 2024-12-30 | 106,121.79 |
prediction_FPT_market.csv
| prediction_FPT_market | |
|---|---|
| Date | |
| 2024-03-22 | 102,364.91 |
| 2024-03-25 | 102,364.91 |
| 2024-03-26 | 101,448.35 |
| 2024-03-27 | 102,364.91 |
| 2024-03-28 | 102,222.91 |
| prediction_FPT_market | |
|---|---|
| Date | |
| 2025-03-06 | 137,496.53 |
| 2025-03-07 | 137,496.53 |
| 2025-03-10 | 137,496.53 |
| 2025-03-11 | 137,496.53 |
| 2025-03-12 | 137,496.53 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 242 entries, 2024-03-22 to 2025-03-12 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_FPT_market 242 non-null float64 dtypes: float64(1) memory usage: 3.8 KB None Số giá trị bị rỗng: prediction_FPT_market 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_market | |
|---|---|
| count | 242.00 |
| mean | 128,845.17 |
| std | 11,630.44 |
| min | 100,112.28 |
| 25% | 127,627.96 |
| 50% | 134,026.63 |
| 75% | 137,496.53 |
| max | 137,643.98 |
prediction_FPT_market 110 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_FPT_market: [102364.914, 101448.35, 102222.914, 103004.69, 101195.49, 101395.98, 100496.65, 100112.28, 100549.02, 103182.51, 105880.4, 106352.57, 111537.71, 111065.54, 114489.555, 114627.94, 115217.734, 115571.586, 115778.53, 116737.56]..., số giá trị độc nhất: 110 Các bản ghi bị trùng:
| prediction_FPT_market | |
|---|---|
| Date | |
| 2024-03-25 | 102,364.91 |
| 2024-03-27 | 102,364.91 |
| 2024-03-29 | 102,222.91 |
| 2024-04-01 | 102,222.91 |
| 2024-04-03 | 103,004.69 |
| 2024-04-04 | 103,004.69 |
| 2024-04-05 | 102,222.91 |
| 2024-04-08 | 102,222.91 |
| 2024-04-09 | 102,364.91 |
| 2024-04-11 | 101,448.35 |
| 2024-04-12 | 101,448.35 |
| 2024-04-15 | 101,448.35 |
| 2024-04-16 | 101,195.49 |
| 2024-04-22 | 100,496.65 |
| 2024-04-25 | 102,364.91 |
| 2024-04-26 | 102,222.91 |
| 2024-05-09 | 111,065.54 |
| 2024-05-13 | 114,489.55 |
| 2024-05-14 | 114,489.55 |
| 2024-05-17 | 115,217.73 |
| 2024-05-20 | 115,217.73 |
| 2024-05-24 | 115,217.73 |
| 2024-05-27 | 115,778.53 |
| 2024-05-28 | 115,778.53 |
| 2024-05-31 | 115,217.73 |
| 2024-06-03 | 115,778.53 |
| 2024-06-07 | 120,876.73 |
| 2024-07-12 | 135,780.39 |
| 2024-07-15 | 135,780.39 |
| 2024-07-18 | 133,225.95 |
| 2024-07-29 | 128,492.92 |
| 2024-07-30 | 128,492.92 |
| 2024-07-31 | 128,492.92 |
| 2024-08-01 | 128,492.92 |
| 2024-08-05 | 127,642.55 |
| 2024-08-12 | 126,428.39 |
| 2024-08-13 | 127,623.10 |
| 2024-08-15 | 128,492.92 |
| 2024-08-19 | 129,989.52 |
| 2024-08-21 | 131,152.84 |
| 2024-08-22 | 131,773.69 |
| 2024-08-23 | 132,571.69 |
| 2024-08-28 | 133,132.16 |
| 2024-09-05 | 133,132.16 |
| 2024-09-06 | 133,225.95 |
| 2024-09-16 | 131,860.70 |
| 2024-09-30 | 135,200.73 |
| 2024-10-01 | 135,217.48 |
| 2024-10-02 | 135,217.48 |
| 2024-10-03 | 135,217.48 |
| 2024-10-04 | 135,217.48 |
| 2024-10-09 | 135,185.39 |
| 2024-10-11 | 136,002.77 |
| 2024-10-17 | 137,462.14 |
| 2024-10-18 | 137,462.14 |
| 2024-10-21 | 137,462.14 |
| 2024-10-23 | 135,780.39 |
| 2024-10-25 | 135,038.84 |
| 2024-10-29 | 135,022.10 |
| 2024-11-04 | 135,038.84 |
| 2024-11-05 | 135,022.10 |
| 2024-11-06 | 135,022.10 |
| 2024-11-07 | 135,022.10 |
| 2024-11-12 | 135,149.50 |
| 2024-11-14 | 135,856.23 |
| 2024-11-18 | 135,780.39 |
| 2024-11-19 | 135,350.48 |
| 2024-11-26 | 133,889.16 |
| 2024-12-02 | 137,450.73 |
| 2024-12-04 | 137,496.53 |
| 2024-12-05 | 137,496.53 |
| 2024-12-09 | 137,583.62 |
| 2024-12-10 | 137,583.62 |
| 2024-12-11 | 137,496.53 |
| 2024-12-12 | 137,496.53 |
| 2024-12-13 | 137,496.53 |
| 2024-12-16 | 137,496.53 |
| 2024-12-17 | 137,496.53 |
| 2024-12-18 | 137,496.53 |
| 2024-12-19 | 137,496.53 |
| 2024-12-20 | 137,496.53 |
| 2024-12-23 | 137,496.53 |
| 2024-12-24 | 137,496.53 |
| 2024-12-25 | 137,496.53 |
| 2024-12-26 | 137,496.53 |
| 2024-12-27 | 137,496.53 |
| 2024-12-30 | 137,583.62 |
| 2024-12-31 | 137,583.62 |
| 2025-01-02 | 137,583.62 |
| 2025-01-06 | 137,496.53 |
| 2025-01-07 | 137,496.53 |
| 2025-01-08 | 137,496.53 |
| 2025-01-09 | 137,496.53 |
| 2025-01-10 | 137,496.53 |
| 2025-01-13 | 137,496.53 |
| 2025-01-14 | 137,496.53 |
| 2025-01-15 | 137,496.53 |
| 2025-01-16 | 137,496.53 |
| 2025-01-17 | 137,496.53 |
| 2025-01-20 | 137,496.53 |
| 2025-01-21 | 137,496.53 |
| 2025-01-22 | 137,496.53 |
| 2025-01-23 | 137,496.53 |
| 2025-01-24 | 137,496.53 |
| 2025-02-03 | 137,583.62 |
| 2025-02-04 | 137,583.62 |
| 2025-02-05 | 137,583.62 |
| 2025-02-06 | 137,496.53 |
| 2025-02-07 | 137,583.62 |
| 2025-02-10 | 137,496.53 |
| 2025-02-11 | 137,496.53 |
| 2025-02-12 | 137,496.53 |
| 2025-02-13 | 137,496.53 |
| 2025-02-14 | 137,496.53 |
| 2025-02-17 | 137,496.53 |
| 2025-02-18 | 137,496.53 |
| 2025-02-19 | 137,496.53 |
| 2025-02-20 | 137,583.62 |
| 2025-02-21 | 137,583.62 |
| 2025-02-24 | 137,583.62 |
| 2025-02-25 | 137,583.62 |
| 2025-02-26 | 137,496.53 |
| 2025-02-27 | 137,496.53 |
| 2025-02-28 | 137,496.53 |
| 2025-03-03 | 137,496.53 |
| 2025-03-04 | 137,496.53 |
| 2025-03-05 | 137,496.53 |
| 2025-03-06 | 137,496.53 |
| 2025-03-07 | 137,496.53 |
| 2025-03-10 | 137,496.53 |
| 2025-03-11 | 137,496.53 |
| 2025-03-12 | 137,496.53 |
In [13]:
data = clean_data.copy()
In [14]:
for key, value in data.items():
basic_stats(value, key)
CMG_news_features.csv
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-03-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 78,000.00 | 1.00 |
| 2023-03-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -133,200.00 | 1.00 |
| 2023-03-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2025-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 715 entries, 2023-03-14 to 2025-02-25 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 news_count 715 non-null float64 1 news_total_pos_kw 715 non-null float64 2 news_total_neg_kw 715 non-null float64 3 news_llm_sentiment 715 non-null float64 4 div_event_count 715 non-null float64 5 div_total_vnd 715 non-null float64 6 div_total_bonus_ratio 715 non-null float64 7 it_event_count 715 non-null float64 8 it_total_executed_vol 715 non-null float64 9 meeting_event_count 715 non-null float64 dtypes: float64(10) memory usage: 61.4 KB None Số giá trị bị rỗng: news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| count | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 | 715.00 |
| mean | 1.00 | 0.00 | 0.00 | 0.00 | 1.75 | 224.06 | 13.77 | 1.16 | -91,583.47 | 1.00 |
| std | 0.00 | 0.00 | 0.00 | 0.05 | 0.97 | 290.43 | 6.06 | 0.46 | 545,212.93 | 0.00 |
| min | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -1,502,100.00 | 1.00 |
| 25% | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 50% | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -60,400.00 | 1.00 |
| 75% | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 10,000.00 | 1.00 |
| max | 1.00 | 0.00 | 0.00 | 1.00 | 3.00 | 600.00 | 21.62 | 6.00 | 3,470,870.00 | 1.00 |
news_count 1 news_total_pos_kw 1 news_total_neg_kw 1 news_llm_sentiment 2 div_event_count 2 div_total_vnd 2 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 24 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: news_count: [1.0]..., số giá trị độc nhất: 1 news_total_pos_kw: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw: [0.0]..., số giá trị độc nhất: 1 news_llm_sentiment: [0.0, 1.0]..., số giá trị độc nhất: 2 div_event_count: [3.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 it_event_count: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [78000.0, -133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0]..., số giá trị độc nhất: 24 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 |
| 2023-03-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-03-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 |
| 2023-04-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-04-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-04-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -60,400.00 | 1.00 |
| 2023-05-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-05-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-06-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -200,000.00 | 1.00 |
| 2023-07-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-07-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-08-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-08-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | 1,850,000.00 | 1.00 |
| 2023-08-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 3,470,870.00 | 1.00 |
| 2023-08-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -126,800.00 | 1.00 |
| 2023-08-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -1,502,100.00 | 1.00 |
| 2023-08-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 18,100.00 | 1.00 |
| 2023-09-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-09-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -161,300.00 | 1.00 |
| 2023-10-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-22 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-10-31 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-06 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-07 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-08 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-09 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-10 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-11 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-12 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-13 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-14 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-15 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-16 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-17 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-18 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-19 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-20 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-21 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 2.00 | -540,900.00 | 1.00 |
| 2023-11-23 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-24 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-25 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-26 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-27 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-28 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-29 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-11-30 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-04 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 200,000.00 | 1.00 |
| 2023-12-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -439,200.00 | 1.00 |
| 2023-12-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2023-12-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-01-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-02-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 |
| 2024-03-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -720,600.00 | 1.00 |
| 2024-03-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-03-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-03-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-03-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 10,000.00 | 1.00 |
| 2024-04-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-04-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 2.00 | -469,400.00 | 1.00 |
| 2024-05-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 6.00 | -280,574.00 | 1.00 |
| 2024-05-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 6.00 | -280,574.00 | 1.00 |
| 2024-05-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-05-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -500,000.00 | 1.00 |
| 2024-06-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-06-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-07-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-08-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 0.00 | 1.00 |
| 2024-09-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-09-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-10-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -68,400.00 | 1.00 |
| 2024-11-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-11-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2024-12-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-01-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
| 2025-02-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 |
Dữ liệu Lịch sử CMG.csv
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2023-01-03 | 29,463.00 | 27,688.00 | 29,463.00 | 27,688.00 | 104,920.00 | 0.04 |
| 2023-01-04 | 29,179.00 | 29,783.00 | 29,783.00 | 27,404.00 | 57,010.00 | -0.01 |
| 2023-01-05 | 29,250.00 | 29,073.00 | 29,250.00 | 28,540.00 | 87,970.00 | 0.00 |
| 2023-01-06 | 29,073.00 | 29,463.00 | 29,463.00 | 28,185.00 | 55,890.00 | -0.01 |
| 2023-01-09 | 28,398.00 | 29,037.00 | 29,037.00 | 27,546.00 | 109,960.00 | -0.02 |
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2025-03-06 | 44,600.00 | 44,150.00 | 44,800.00 | 44,000.00 | 1,050,000.00 | 0.01 |
| 2025-03-07 | 44,350.00 | 44,800.00 | 44,850.00 | 44,300.00 | 596,200.00 | -0.01 |
| 2025-03-10 | 43,950.00 | 44,500.00 | 44,500.00 | 43,900.00 | 910,000.00 | -0.01 |
| 2025-03-11 | 43,100.00 | 43,050.00 | 43,300.00 | 42,950.00 | 1,600,000.00 | -0.02 |
| 2025-03-12 | 42,250.00 | 43,100.00 | 43,350.00 | 42,250.00 | 1,810,000.00 | -0.02 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 544 entries, 2023-01-03 to 2025-03-12 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 544 non-null float64 1 Open 544 non-null float64 2 High 544 non-null float64 3 Low 544 non-null float64 4 Volume 544 non-null float64 5 Change % 544 non-null float64 dtypes: float64(6) memory usage: 29.8 KB None Số giá trị bị rỗng: Close 0 Open 0 High 0 Low 0 Volume 0 Change % 0 dtype: int64 Thống kê các giá trị:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| count | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 |
| mean | 39,857.71 | 39,864.82 | 40,390.07 | 39,120.04 | 749,428.35 | 0.00 |
| std | 8,957.08 | 9,121.06 | 9,341.46 | 8,934.09 | 1,040,879.89 | 0.02 |
| min | 27,901.00 | 27,688.00 | 28,398.00 | 27,369.00 | 8,690.00 | -0.07 |
| 25% | 33,226.00 | 33,066.25 | 33,536.50 | 32,658.00 | 76,410.00 | -0.01 |
| 50% | 36,216.00 | 36,216.00 | 36,441.00 | 35,586.00 | 277,190.00 | 0.00 |
| 75% | 46,757.00 | 46,779.50 | 47,462.50 | 46,126.00 | 1,032,500.00 | 0.01 |
| max | 63,604.00 | 63,964.00 | 67,207.00 | 63,063.00 | 8,300,000.00 | 0.07 |
Close 324 Open 320 High 298 Low 303 Volume 498 Change % 325 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [29463.0, 29179.0, 29250.0, 29073.0, 28398.0, 29392.0, 29002.0, 28753.0, 28576.0, 28611.0, 29108.0, 29534.0, 30883.0, 30528.0, 30599.0, 30102.0, 30173.0, 29321.0, 29783.0, 29747.0]..., số giá trị độc nhất: 324 Open: [27688.0, 29783.0, 29073.0, 29463.0, 29037.0, 29818.0, 29144.0, 28966.0, 27972.0, 28753.0, 28789.0, 30883.0, 30528.0, 29889.0, 28540.0, 30493.0, 30138.0, 29747.0, 28576.0, 28647.0]..., số giá trị độc nhất: 320 High: [29463.0, 29783.0, 29250.0, 29037.0, 29854.0, 29144.0, 28966.0, 29108.0, 28753.0, 28789.0, 29747.0, 30883.0, 31167.0, 30599.0, 30741.0, 30422.0, 30528.0, 30173.0, 30102.0, 29676.0]..., số giá trị độc nhất: 298 Low: [27688.0, 27404.0, 28540.0, 28185.0, 27546.0, 28043.0, 27901.0, 27972.0, 27830.0, 28256.0, 28576.0, 29818.0, 30138.0, 29463.0, 29357.0, 28505.0, 29712.0, 29321.0, 28611.0, 29605.0]..., số giá trị độc nhất: 303 Volume: [104920.0, 57010.0, 87970.0, 55890.0, 109960.0, 93430.0, 143860.0, 30540.0, 109120.0, 10370.0, 20730.0, 76200.0, 86010.0, 269660.0, 48050.0, 75920.0, 65560.0, 59810.0, 56310.0, 16530.0]..., số giá trị độc nhất: 498 Change %: [0.0375, -0.0096, 0.0024, -0.0060999999999999995, -0.0232, 0.035, -0.013300000000000001, -0.0086, -0.0062, 0.0012, 0.005, 0.0123, 0.0146, 0.045700000000000005, -0.0115, 0.0023, -0.0348, 0.0192, 0.014199999999999999, -0.0116]..., số giá trị độc nhất: 325 Các bản ghi bị trùng:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date |
Dữ liệu Lịch sử FPT.csv
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2023-01-03 | 58,435.00 | 56,171.00 | 58,435.00 | 56,098.00 | 2,030,000.00 | 0.04 |
| 2023-01-04 | 58,435.00 | 59,020.00 | 59,166.00 | 57,924.00 | 1,050,000.00 | 0.00 |
| 2023-01-05 | 58,874.00 | 58,581.00 | 59,531.00 | 58,581.00 | 1,340,000.00 | 0.01 |
| 2023-01-06 | 58,654.00 | 58,728.00 | 59,239.00 | 58,581.00 | 951,410.00 | -0.00 |
| 2023-01-09 | 58,654.00 | 58,801.00 | 59,093.00 | 58,362.00 | 686,250.00 | 0.00 |
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date | ||||||
| 2025-03-06 | 141,600.00 | 139,500.00 | 143,500.00 | 139,500.00 | 6,420,000.00 | 0.02 |
| 2025-03-07 | 141,400.00 | 141,700.00 | 142,700.00 | 141,100.00 | 2,950,000.00 | -0.00 |
| 2025-03-10 | 139,300.00 | 141,500.00 | 141,500.00 | 139,200.00 | 5,320,000.00 | -0.01 |
| 2025-03-11 | 137,500.00 | 138,000.00 | 138,500.00 | 137,000.00 | 5,780,000.00 | -0.01 |
| 2025-03-12 | 135,900.00 | 137,700.00 | 138,700.00 | 135,900.00 | 6,190,000.00 | -0.01 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 544 entries, 2023-01-03 to 2025-03-12 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 544 non-null float64 1 Open 544 non-null float64 2 High 544 non-null float64 3 Low 544 non-null float64 4 Volume 544 non-null float64 5 Change % 544 non-null float64 dtypes: float64(6) memory usage: 29.8 KB None Số giá trị bị rỗng: Close 0 Open 0 High 0 Low 0 Volume 0 Change % 0 dtype: int64 Thống kê các giá trị:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| count | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 | 544.00 |
| mean | 97,945.51 | 97,881.79 | 98,820.51 | 97,011.78 | 3,088,292.68 | 0.00 |
| std | 31,962.95 | 31,979.04 | 32,268.51 | 31,687.45 | 2,326,429.93 | 0.01 |
| min | 56,609.00 | 56,171.00 | 57,267.00 | 56,098.00 | 292,270.00 | -0.05 |
| 25% | 68,728.00 | 68,452.25 | 68,982.00 | 68,176.00 | 1,390,000.00 | -0.01 |
| 50% | 86,656.50 | 85,498.00 | 87,129.00 | 85,240.50 | 2,510,000.00 | 0.00 |
| 75% | 131,880.00 | 131,979.00 | 132,873.00 | 130,589.00 | 3,980,000.00 | 0.01 |
| max | 154,300.00 | 154,100.00 | 156,000.00 | 153,400.00 | 15,380,000.00 | 0.07 |
Close 368 Open 361 High 368 Low 365 Volume 386 Change % 293 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [58435.0, 58874.0, 58654.0, 58728.0, 59093.0, 58947.0, 59020.0, 59896.0, 60919.0, 61284.0, 61357.0, 61138.0, 60992.0, 59823.0, 58508.0, 58801.0, 59312.0, 59604.0, 60481.0, 59750.0]..., số giá trị độc nhất: 368 Open: [56171.0, 59020.0, 58581.0, 58728.0, 58801.0, 58947.0, 59166.0, 58508.0, 59312.0, 59969.0, 60627.0, 61430.0, 61503.0, 60992.0, 61357.0, 59896.0, 58435.0, 59239.0, 59604.0, 60481.0]..., số giá trị độc nhất: 361 High: [58435.0, 59166.0, 59531.0, 59239.0, 59093.0, 59385.0, 59604.0, 59312.0, 59896.0, 60919.0, 61503.0, 62453.0, 61649.0, 61138.0, 61357.0, 60188.0, 59823.0, 59677.0, 60627.0, 60261.0]..., số giá trị độc nhất: 368 Low: [56098.0, 57924.0, 58581.0, 58362.0, 58728.0, 58435.0, 58216.0, 59166.0, 59750.0, 60554.0, 61357.0, 61138.0, 59677.0, 59385.0, 58508.0, 58801.0, 58874.0, 58947.0, 58654.0, 59458.0]..., số giá trị độc nhất: 365 Volume: [2029999.9999999998, 1050000.0, 1340000.0, 951410.0, 686250.0, 995450.0, 1420000.0, 717460.0, 830930.0, 759780.0, 1290000.0, 1260000.0, 1760000.0, 1510000.0, 1180000.0, 2020000.0, 1390000.0, 1750000.0, 2290000.0, 1250000.0]..., số giá trị độc nhất: 386 Change %: [0.0403, 0.0, 0.0075, -0.0037, 0.0013, 0.0062, -0.0025, -0.0087, 0.01, 0.0148, 0.0171, 0.006, 0.0012, -0.0036, -0.0024, -0.018000000000000002, -0.0012, -0.022000000000000002, 0.005, 0.0025]..., số giá trị độc nhất: 293 Các bản ghi bị trùng:
| Close | Open | High | Low | Volume | Change % | |
|---|---|---|---|---|---|---|
| Date |
FPT_news_features.csv
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-05-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
| 2023-05-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2025-04-11 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-12 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-13 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-14 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-15 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 713 entries, 2023-05-04 to 2025-04-15 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 news_count 713 non-null float64 1 news_total_pos_kw 713 non-null float64 2 news_total_neg_kw 713 non-null float64 3 news_llm_sentiment 713 non-null float64 4 div_event_count 713 non-null float64 5 div_total_vnd 713 non-null float64 6 div_total_bonus_ratio 713 non-null float64 7 it_event_count 713 non-null float64 8 it_total_executed_vol 713 non-null float64 9 meeting_event_count 713 non-null float64 dtypes: float64(10) memory usage: 61.3 KB None Số giá trị bị rỗng: news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 dtype: int64 Thống kê các giá trị:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| count | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 | 713.00 |
| mean | 1.27 | 1.05 | 0.02 | 0.12 | 1.50 | 1,000.00 | 3.33 | 1.11 | -968,731.78 | 1.00 |
| std | 0.60 | 0.94 | 0.13 | 0.38 | 0.50 | 0.00 | 3.34 | 0.61 | 1,399,125.38 | 0.00 |
| min | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 25% | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 50% | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 75% | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| max | 3.00 | 3.00 | 1.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 |
news_count 3 news_total_pos_kw 4 news_total_neg_kw 2 news_llm_sentiment 3 div_event_count 2 div_total_vnd 1 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 10 meeting_event_count 1 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: news_count: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_total_pos_kw: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_neg_kw: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 div_event_count: [2.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [1000.0]..., số giá trị độc nhất: 1 div_total_bonus_ratio: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 it_event_count: [9.0, 1.0, 4.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [1954643.0, -4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 10 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 Các bản ghi bị trùng:
| news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | |
|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||
| 2023-05-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-05-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-06-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-07 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-08 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-09 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-10 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-11 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-12 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-13 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-14 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-15 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-16 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-17 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-18 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-19 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-20 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-21 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-22 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-23 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-24 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 |
| 2023-07-26 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-27 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-28 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-29 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-30 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-07-31 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-01 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-02 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-03 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-04 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-05 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-06 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-07 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-08 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-09 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-10 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-11 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-12 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-13 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-14 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-15 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-16 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-17 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-18 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-19 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-20 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-21 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-22 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-23 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-24 | 1.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 603,600.00 | 1.00 |
| 2023-08-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | -1,000,000.00 | 1.00 |
| 2023-09-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-09-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 550,000.00 | 1.00 |
| 2023-10-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-10-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-11-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-10 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-17 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-18 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-19 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-20 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-21 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-22 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-23 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-24 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-25 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-26 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-27 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-28 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-29 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-30 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2023-12-31 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-03 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-04 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-05 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-06 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-07 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-08 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-09 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | 0.00 | 1.00 |
| 2024-01-11 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-12 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-13 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-14 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-15 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-16 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-19 | 2.00 | 0.00 | 1.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-23 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-24 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-27 | 2.00 | 1.00 | 1.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-28 | 2.00 | 1.00 | 1.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-30 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-01-31 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-02-01 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-02-02 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 |
| 2024-02-04 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-05 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-06 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-11 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-12 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-13 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-14 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-16 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-18 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-19 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-20 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-21 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-22 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-23 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-24 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-25 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-26 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-02-27 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-01 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-02 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-03 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-04 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-05 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-06 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-07 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-08 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-09 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-10 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-11 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -100,000.00 | 1.00 |
| 2024-03-15 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-16 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-17 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-18 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-19 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-24 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-25 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-26 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-27 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-28 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-29 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-30 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-03-31 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-01 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-02 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-03 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-04 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-05 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-06 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-07 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-08 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-09 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-10 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-11 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-12 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-13 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-14 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-15 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-16 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-17 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-18 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-19 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-20 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-21 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-22 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-23 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-24 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-26 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-27 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-28 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-29 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-04-30 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-01 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-02 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-03 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-04 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-05 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-06 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-07 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-08 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-10 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-11 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-12 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-13 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-14 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-15 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-16 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-18 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-19 | 1.00 | 0.00 | 0.00 | -1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-20 | 2.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-21 | 2.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-22 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-23 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-24 | 2.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-25 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-26 | 1.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-27 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-28 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-29 | 2.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-05-30 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-01 | 3.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-02 | 3.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-03 | 3.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-05 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-06 | 1.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-07 | 1.00 | 1.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-08 | 2.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-09 | 2.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-10 | 2.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-11 | 3.00 | 0.00 | 0.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-15 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-16 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-17 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-18 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-21 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-24 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-06-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-02 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-04 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-08 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-09 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-10 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-22 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-29 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-07-31 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-03 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-04 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-05 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-06 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-07 | 1.00 | 3.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-09 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-10 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-11 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-12 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-13 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-14 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-15 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-21 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-23 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-26 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-08-31 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-01 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-03 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-06 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-07 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-08 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-09 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-13 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-16 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-25 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-09-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-01 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-03 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-04 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-05 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-06 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-10 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-12 | 2.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-13 | 2.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-14 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -60,000.00 | 1.00 |
| 2024-10-20 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-21 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-23 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-25 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-26 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-27 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-28 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-10-31 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-01 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-02 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-03 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-04 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-05 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-06 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-07 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-08 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-09 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-10 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-11 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-13 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-15 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-17 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-20 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-25 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-27 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-28 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-29 | 2.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-11-30 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-01 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-02 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-03 | 2.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-04 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-05 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-07 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-08 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-09 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-10 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-11 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-12 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-13 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-15 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-18 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-19 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-20 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-21 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-22 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-23 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-24 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-25 | 2.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-26 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-27 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-28 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-29 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-30 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2024-12-31 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-02 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-03 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-04 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-05 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-06 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-07 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-08 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-09 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-10 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-11 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-12 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-13 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-14 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-15 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-17 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-18 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-19 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-20 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-23 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-24 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-25 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-26 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-27 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-28 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-29 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-30 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-01-31 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-01 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-02 | 2.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-04 | 2.00 | 1.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-05 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-06 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-08 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-09 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-10 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-11 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-12 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-13 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-14 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-15 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-16 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-17 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-18 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-19 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-20 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-21 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-22 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-23 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-24 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-25 | 1.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-02-28 | 1.00 | 2.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-02 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-03 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-04 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-05 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-06 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-07 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-08 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-09 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-10 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-11 | 3.00 | 2.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-12 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-13 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-14 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-15 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-16 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-17 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-18 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-19 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-20 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-21 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-22 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-23 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-24 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-25 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-26 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-27 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-28 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-29 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-30 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-03-31 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-02 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-03 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-04 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-05 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-06 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-07 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-08 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-09 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-10 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-11 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-12 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-13 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-14 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
| 2025-04-15 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 |
prediction_CMG_bctc.csv
| prediction_CMG_bctc | |
|---|---|
| Date | |
| 2023-01-12 | 31,691.02 |
| 2023-01-13 | 31,687.28 |
| 2023-01-16 | 31,664.80 |
| 2023-01-17 | 31,664.80 |
| 2023-01-18 | 32,059.77 |
| prediction_CMG_bctc | |
|---|---|
| Date | |
| 2024-12-25 | 51,255.24 |
| 2024-12-26 | 51,255.24 |
| 2024-12-27 | 49,912.06 |
| 2024-12-30 | 49,912.06 |
| 2024-12-31 | 49,912.06 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 492 entries, 2023-01-12 to 2024-12-31 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_CMG_bctc 492 non-null float64 dtypes: float64(1) memory usage: 7.7 KB None Số giá trị bị rỗng: prediction_CMG_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_bctc | |
|---|---|
| count | 492.00 |
| mean | 41,042.15 |
| std | 6,881.79 |
| min | 31,664.80 |
| 25% | 35,898.96 |
| 50% | 38,684.38 |
| 75% | 48,865.44 |
| max | 51,306.21 |
prediction_CMG_bctc 215 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_CMG_bctc: [31691.02210223359, 31687.283002712877, 31664.79769262038, 32059.76739071032, 32165.42842749107, 33082.786489533966, 33203.3664529299, 32884.48509838263, 33062.784286322014, 32889.051499696, 32729.49474456649, 32631.153359199623, 32452.85417126024, 32291.08273894128, 32293.361698122164, 32471.660886061534, 32522.20220555752, 31763.55917817004, 32015.621005889912, 31803.46796933564]..., số giá trị độc nhất: 215 Các bản ghi bị trùng:
| prediction_CMG_bctc | |
|---|---|
| Date | |
| 2023-01-17 | 31,664.80 |
| 2023-01-31 | 33,203.37 |
| 2023-02-03 | 33,082.79 |
| 2023-02-06 | 33,203.37 |
| 2023-02-13 | 32,631.15 |
| 2023-02-14 | 32,631.15 |
| 2023-02-15 | 32,452.85 |
| 2023-02-27 | 31,664.80 |
| 2023-02-28 | 31,803.47 |
| 2023-03-02 | 31,687.28 |
| 2023-03-03 | 31,664.80 |
| 2023-03-06 | 31,664.80 |
| 2023-03-07 | 31,664.80 |
| 2023-03-08 | 31,964.58 |
| 2023-03-09 | 31,687.28 |
| 2023-03-10 | 32,059.77 |
| 2023-03-14 | 31,664.80 |
| 2023-03-16 | 32,059.77 |
| 2023-03-20 | 31,691.02 |
| 2023-03-22 | 31,664.80 |
| 2023-03-23 | 31,687.28 |
| 2023-03-24 | 31,803.47 |
| 2023-03-27 | 31,664.80 |
| 2023-03-28 | 31,664.80 |
| 2023-03-29 | 31,664.80 |
| 2023-03-30 | 31,664.80 |
| 2023-03-31 | 31,664.80 |
| 2023-04-04 | 32,254.47 |
| 2023-04-11 | 32,674.22 |
| 2023-04-12 | 32,640.58 |
| 2023-04-14 | 32,812.20 |
| 2023-04-20 | 32,802.35 |
| 2023-04-21 | 32,802.35 |
| 2023-04-24 | 32,640.58 |
| 2023-04-26 | 32,623.68 |
| 2023-04-27 | 32,623.68 |
| 2023-04-28 | 32,640.58 |
| 2023-05-04 | 32,640.58 |
| 2023-05-05 | 32,640.58 |
| 2023-05-08 | 32,640.58 |
| 2023-05-09 | 32,623.68 |
| 2023-05-10 | 32,623.68 |
| 2023-05-11 | 32,623.68 |
| 2023-05-12 | 32,623.68 |
| 2023-05-15 | 32,623.68 |
| 2023-05-16 | 32,623.68 |
| 2023-05-18 | 32,484.72 |
| 2023-05-19 | 32,484.72 |
| 2023-05-25 | 32,393.68 |
| 2023-05-26 | 32,374.79 |
| 2023-05-30 | 32,397.41 |
| 2023-05-31 | 32,484.72 |
| 2023-06-02 | 32,500.31 |
| 2023-06-09 | 35,346.74 |
| 2023-06-12 | 35,346.74 |
| 2023-06-13 | 35,346.74 |
| 2023-06-15 | 35,175.69 |
| 2023-06-16 | 35,346.74 |
| 2023-06-19 | 35,346.74 |
| 2023-06-21 | 35,481.69 |
| 2023-06-23 | 35,346.74 |
| 2023-06-28 | 37,070.99 |
| 2023-06-30 | 36,593.30 |
| 2023-07-06 | 36,181.37 |
| 2023-07-07 | 36,181.37 |
| 2023-07-10 | 36,181.37 |
| 2023-07-21 | 37,289.40 |
| 2023-07-24 | 37,289.40 |
| 2023-07-27 | 36,700.77 |
| 2023-08-07 | 37,930.98 |
| 2023-08-08 | 38,004.65 |
| 2023-08-09 | 37,877.53 |
| 2023-08-11 | 37,691.61 |
| 2023-08-14 | 37,673.87 |
| 2023-08-15 | 37,673.87 |
| 2023-08-16 | 37,673.87 |
| 2023-08-23 | 37,673.87 |
| 2023-09-13 | 38,600.16 |
| 2023-09-21 | 37,692.10 |
| 2023-09-29 | 37,238.92 |
| 2023-10-04 | 36,294.97 |
| 2023-10-05 | 36,294.97 |
| 2023-10-06 | 36,294.97 |
| 2023-10-09 | 36,687.38 |
| 2023-10-19 | 36,883.59 |
| 2023-10-20 | 36,687.38 |
| 2023-10-23 | 36,294.97 |
| 2023-10-31 | 34,339.90 |
| 2023-11-01 | 34,339.90 |
| 2023-11-02 | 34,339.90 |
| 2023-11-03 | 34,339.90 |
| 2023-11-07 | 34,705.56 |
| 2023-11-10 | 35,828.04 |
| 2023-11-13 | 35,828.04 |
| 2023-11-14 | 35,972.76 |
| 2023-11-16 | 36,294.97 |
| 2023-11-17 | 36,294.97 |
| 2023-11-20 | 36,294.97 |
| 2023-11-21 | 37,029.55 |
| 2023-11-22 | 37,325.96 |
| 2023-11-23 | 37,197.74 |
| 2023-11-29 | 37,325.96 |
| 2023-11-30 | 37,325.96 |
| 2023-12-01 | 37,283.40 |
| 2023-12-06 | 37,325.96 |
| 2023-12-11 | 37,565.29 |
| 2023-12-12 | 37,565.29 |
| 2023-12-13 | 37,565.29 |
| 2023-12-14 | 37,565.29 |
| 2023-12-15 | 37,565.29 |
| 2023-12-19 | 37,749.54 |
| 2023-12-20 | 37,749.54 |
| 2023-12-21 | 37,749.54 |
| 2023-12-22 | 37,807.50 |
| 2024-01-03 | 42,162.64 |
| 2024-01-04 | 42,162.64 |
| 2024-01-09 | 40,428.00 |
| 2024-01-22 | 38,602.92 |
| 2024-01-24 | 37,924.52 |
| 2024-01-25 | 37,924.52 |
| 2024-02-07 | 39,774.10 |
| 2024-02-15 | 39,446.64 |
| 2024-02-19 | 39,171.35 |
| 2024-02-20 | 39,171.35 |
| 2024-02-21 | 39,080.99 |
| 2024-02-26 | 38,703.30 |
| 2024-02-29 | 38,728.89 |
| 2024-04-11 | 45,706.57 |
| 2024-04-12 | 45,706.57 |
| 2024-04-16 | 43,158.17 |
| 2024-04-17 | 43,140.50 |
| 2024-04-24 | 43,140.50 |
| 2024-04-25 | 43,140.50 |
| 2024-04-26 | 43,140.50 |
| 2024-05-06 | 44,201.21 |
| 2024-05-10 | 50,781.79 |
| 2024-05-13 | 50,781.79 |
| 2024-05-14 | 50,781.79 |
| 2024-05-15 | 50,781.79 |
| 2024-05-16 | 50,781.79 |
| 2024-05-17 | 50,781.79 |
| 2024-05-20 | 50,781.79 |
| 2024-05-21 | 50,781.79 |
| 2024-05-22 | 50,781.79 |
| 2024-05-23 | 50,781.79 |
| 2024-05-24 | 50,781.79 |
| 2024-05-27 | 50,781.79 |
| 2024-05-28 | 50,781.79 |
| 2024-05-29 | 50,781.79 |
| 2024-05-30 | 50,781.79 |
| 2024-05-31 | 50,781.79 |
| 2024-06-03 | 50,781.79 |
| 2024-06-04 | 50,781.79 |
| 2024-06-05 | 50,781.79 |
| 2024-06-06 | 50,781.79 |
| 2024-06-07 | 50,781.79 |
| 2024-06-10 | 50,781.79 |
| 2024-06-11 | 50,781.79 |
| 2024-06-12 | 50,781.79 |
| 2024-06-13 | 50,781.79 |
| 2024-06-14 | 50,781.79 |
| 2024-06-17 | 50,781.79 |
| 2024-06-18 | 50,781.79 |
| 2024-06-19 | 50,781.79 |
| 2024-06-20 | 50,781.79 |
| 2024-06-21 | 50,781.79 |
| 2024-06-24 | 50,781.79 |
| 2024-06-25 | 50,781.79 |
| 2024-06-26 | 50,781.79 |
| 2024-06-27 | 50,781.79 |
| 2024-06-28 | 50,781.79 |
| 2024-07-01 | 50,781.79 |
| 2024-07-02 | 50,781.79 |
| 2024-07-04 | 50,323.86 |
| 2024-07-08 | 50,286.97 |
| 2024-07-10 | 50,286.97 |
| 2024-07-11 | 50,286.97 |
| 2024-07-12 | 50,286.97 |
| 2024-07-15 | 50,286.97 |
| 2024-07-16 | 50,286.97 |
| 2024-07-17 | 50,323.86 |
| 2024-07-18 | 50,323.86 |
| 2024-07-19 | 50,323.86 |
| 2024-07-22 | 50,323.86 |
| 2024-07-23 | 50,323.86 |
| 2024-07-24 | 50,323.86 |
| 2024-07-26 | 50,323.86 |
| 2024-07-29 | 50,323.86 |
| 2024-07-30 | 50,323.86 |
| 2024-07-31 | 50,323.86 |
| 2024-08-02 | 48,980.68 |
| 2024-08-05 | 47,883.08 |
| 2024-08-06 | 47,883.08 |
| 2024-08-08 | 47,934.06 |
| 2024-08-09 | 47,934.06 |
| 2024-08-14 | 47,883.08 |
| 2024-08-15 | 47,883.08 |
| 2024-08-16 | 48,980.68 |
| 2024-08-19 | 48,980.68 |
| 2024-08-20 | 48,980.68 |
| 2024-08-21 | 48,980.68 |
| 2024-08-22 | 50,323.86 |
| 2024-08-23 | 50,323.86 |
| 2024-08-26 | 48,980.68 |
| 2024-08-27 | 48,980.68 |
| 2024-08-28 | 48,980.68 |
| 2024-08-29 | 48,980.68 |
| 2024-09-04 | 48,943.80 |
| 2024-09-05 | 48,980.68 |
| 2024-09-06 | 47,900.75 |
| 2024-09-09 | 47,883.08 |
| 2024-09-10 | 47,883.08 |
| 2024-09-11 | 47,883.08 |
| 2024-09-12 | 47,883.08 |
| 2024-09-13 | 47,883.08 |
| 2024-09-16 | 47,883.08 |
| 2024-09-17 | 47,883.08 |
| 2024-09-18 | 48,980.68 |
| 2024-09-19 | 48,943.80 |
| 2024-09-20 | 48,943.80 |
| 2024-09-25 | 47,863.87 |
| 2024-09-26 | 47,863.87 |
| 2024-09-27 | 47,846.20 |
| 2024-09-30 | 47,846.20 |
| 2024-10-01 | 47,846.20 |
| 2024-10-02 | 47,846.20 |
| 2024-10-04 | 48,520.14 |
| 2024-10-07 | 48,520.14 |
| 2024-10-09 | 48,520.14 |
| 2024-10-16 | 48,865.44 |
| 2024-10-17 | 48,883.10 |
| 2024-10-18 | 48,865.44 |
| 2024-10-21 | 49,963.03 |
| 2024-10-22 | 48,520.14 |
| 2024-10-23 | 48,520.14 |
| 2024-10-24 | 48,411.72 |
| 2024-10-25 | 48,520.14 |
| 2024-10-28 | 48,520.14 |
| 2024-10-30 | 48,883.10 |
| 2024-10-31 | 48,865.44 |
| 2024-11-01 | 48,865.44 |
| 2024-11-04 | 48,520.14 |
| 2024-11-05 | 48,411.72 |
| 2024-11-06 | 48,411.72 |
| 2024-11-07 | 48,537.80 |
| 2024-11-12 | 51,306.21 |
| 2024-11-13 | 51,306.21 |
| 2024-11-14 | 51,306.21 |
| 2024-11-15 | 51,306.21 |
| 2024-11-20 | 49,509.32 |
| 2024-11-21 | 49,509.32 |
| 2024-11-22 | 49,509.32 |
| 2024-11-26 | 49,617.74 |
| 2024-11-27 | 49,963.03 |
| 2024-11-28 | 49,963.03 |
| 2024-11-29 | 51,306.21 |
| 2024-12-02 | 51,306.21 |
| 2024-12-04 | 51,255.24 |
| 2024-12-05 | 51,255.24 |
| 2024-12-06 | 51,255.24 |
| 2024-12-09 | 51,255.24 |
| 2024-12-10 | 51,255.24 |
| 2024-12-11 | 51,255.24 |
| 2024-12-12 | 51,255.24 |
| 2024-12-13 | 49,912.06 |
| 2024-12-16 | 51,255.24 |
| 2024-12-17 | 51,255.24 |
| 2024-12-18 | 51,255.24 |
| 2024-12-19 | 51,255.24 |
| 2024-12-20 | 51,255.24 |
| 2024-12-23 | 51,255.24 |
| 2024-12-24 | 51,255.24 |
| 2024-12-25 | 51,255.24 |
| 2024-12-26 | 51,255.24 |
| 2024-12-27 | 49,912.06 |
| 2024-12-30 | 49,912.06 |
| 2024-12-31 | 49,912.06 |
prediction_CMG_market.csv
| prediction_CMG_market | |
|---|---|
| Date | |
| 2024-03-22 | 38,785.82 |
| 2024-03-25 | 38,713.03 |
| 2024-03-26 | 38,783.49 |
| 2024-03-27 | 38,719.68 |
| 2024-03-28 | 38,941.67 |
| prediction_CMG_market | |
|---|---|
| Date | |
| 2025-03-06 | 43,374.96 |
| 2025-03-07 | 43,337.43 |
| 2025-03-10 | 43,264.80 |
| 2025-03-11 | 43,041.64 |
| 2025-03-12 | 42,000.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 242 entries, 2024-03-22 to 2025-03-12 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_CMG_market 242 non-null float64 dtypes: float64(1) memory usage: 3.8 KB None Số giá trị bị rỗng: prediction_CMG_market 0 dtype: int64 Thống kê các giá trị:
| prediction_CMG_market | |
|---|---|
| count | 242.00 |
| mean | 47,384.42 |
| std | 5,527.41 |
| min | 38,592.90 |
| 25% | 43,750.34 |
| 50% | 45,786.01 |
| 75% | 49,931.66 |
| max | 60,690.67 |
prediction_CMG_market 240 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_CMG_market: [38785.82421949801, 38713.03209015034, 38783.48943121989, 38719.67724416648, 38941.66941395765, 38741.34336509788, 38592.90349846667, 39991.46402564617, 40471.236225831846, 40562.83205027087, 40394.858767940335, 43055.32934801685, 43495.20812864155, 43443.468835689935, 44729.6564445988, 42341.0635570966, 41705.6560556322, 39431.30937033029, 39022.59853310349, 39490.45993710206]..., số giá trị độc nhất: 240 Các bản ghi bị trùng:
| prediction_CMG_market | |
|---|---|
| Date | |
| 2024-04-02 | 38,741.34 |
| 2025-03-10 | 43,264.80 |
prediction_FPT_bctc.csv
| prediction_FPT_bctc | |
|---|---|
| Date | |
| 2023-01-12 | 58,933.42 |
| 2023-01-13 | 58,433.20 |
| 2023-01-16 | 58,928.64 |
| 2023-01-17 | 59,673.84 |
| 2023-01-18 | 60,750.73 |
| prediction_FPT_bctc | |
|---|---|
| Date | |
| 2024-12-25 | 106,214.87 |
| 2024-12-26 | 106,121.79 |
| 2024-12-27 | 106,115.48 |
| 2024-12-30 | 106,121.79 |
| 2024-12-31 | 106,192.69 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 492 entries, 2023-01-12 to 2024-12-31 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_FPT_bctc 492 non-null float64 dtypes: float64(1) memory usage: 7.7 KB None Số giá trị bị rỗng: prediction_FPT_bctc 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_bctc | |
|---|---|
| count | 492.00 |
| mean | 90,087.73 |
| std | 19,286.99 |
| min | 56,867.73 |
| 25% | 68,762.85 |
| 50% | 95,984.29 |
| 75% | 106,379.19 |
| max | 112,644.38 |
prediction_FPT_bctc 385 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_FPT_bctc: [58933.418, 58433.203, 58928.645, 59673.836, 60750.73, 60916.79, 60930.81, 60787.57, 60729.094, 59624.78, 59579.145, 58379.848, 58826.22, 58953.387, 59133.402, 58925.348, 58938.566, 59678.984, 59660.797, 59656.348]..., số giá trị độc nhất: 385 Các bản ghi bị trùng:
| prediction_FPT_bctc | |
|---|---|
| Date | |
| 2023-02-10 | 58,925.35 |
| 2023-02-14 | 58,938.57 |
| 2023-03-31 | 57,765.46 |
| 2023-04-19 | 63,078.31 |
| 2023-04-21 | 63,078.31 |
| 2023-04-27 | 62,544.36 |
| 2023-06-02 | 65,638.41 |
| 2023-06-07 | 65,534.06 |
| 2023-06-15 | 65,675.70 |
| 2023-06-21 | 65,594.91 |
| 2023-06-22 | 65,594.91 |
| 2023-06-23 | 65,507.85 |
| 2023-08-11 | 73,578.57 |
| 2023-11-20 | 84,405.65 |
| 2023-11-21 | 84,431.88 |
| 2023-11-28 | 84,431.88 |
| 2024-01-26 | 93,338.30 |
| 2024-01-31 | 93,338.30 |
| 2024-02-07 | 96,638.76 |
| 2024-02-15 | 96,638.76 |
| 2024-03-11 | 102,095.90 |
| 2024-03-22 | 101,758.22 |
| 2024-03-29 | 101,805.74 |
| 2024-04-12 | 101,966.15 |
| 2024-06-07 | 112,057.08 |
| 2024-06-14 | 112,171.39 |
| 2024-06-17 | 112,171.39 |
| 2024-06-20 | 112,151.24 |
| 2024-06-24 | 112,171.39 |
| 2024-06-25 | 112,151.24 |
| 2024-06-26 | 112,151.24 |
| 2024-06-28 | 112,151.24 |
| 2024-07-11 | 111,541.61 |
| 2024-07-12 | 111,541.61 |
| 2024-07-15 | 111,541.61 |
| 2024-07-16 | 111,541.61 |
| 2024-07-30 | 110,931.91 |
| 2024-07-31 | 110,931.91 |
| 2024-08-01 | 110,882.05 |
| 2024-08-13 | 110,931.91 |
| 2024-08-14 | 110,870.12 |
| 2024-08-15 | 110,931.91 |
| 2024-08-16 | 111,479.96 |
| 2024-08-19 | 110,931.91 |
| 2024-08-22 | 110,993.55 |
| 2024-08-23 | 110,993.55 |
| 2024-08-26 | 111,083.26 |
| 2024-08-27 | 111,556.74 |
| 2024-08-28 | 110,993.55 |
| 2024-08-29 | 110,993.55 |
| 2024-09-04 | 110,993.55 |
| 2024-09-05 | 111,479.96 |
| 2024-09-09 | 111,083.26 |
| 2024-09-10 | 110,931.91 |
| 2024-09-11 | 111,479.96 |
| 2024-09-12 | 111,008.68 |
| 2024-09-13 | 110,993.55 |
| 2024-09-16 | 111,083.26 |
| 2024-09-17 | 111,008.68 |
| 2024-09-18 | 110,993.55 |
| 2024-09-19 | 111,028.90 |
| 2024-09-20 | 111,028.90 |
| 2024-09-23 | 110,993.55 |
| 2024-09-24 | 111,541.61 |
| 2024-09-25 | 110,993.55 |
| 2024-09-26 | 111,541.61 |
| 2024-09-27 | 110,993.55 |
| 2024-09-30 | 110,993.55 |
| 2024-10-16 | 106,535.21 |
| 2024-10-17 | 106,535.21 |
| 2024-10-24 | 106,266.97 |
| 2024-10-25 | 106,266.97 |
| 2024-10-28 | 106,364.22 |
| 2024-10-29 | 106,364.22 |
| 2024-10-30 | 106,535.21 |
| 2024-10-31 | 106,535.21 |
| 2024-11-01 | 106,266.97 |
| 2024-11-04 | 106,266.97 |
| 2024-11-05 | 106,266.97 |
| 2024-11-06 | 106,266.97 |
| 2024-11-07 | 106,364.22 |
| 2024-11-08 | 106,535.21 |
| 2024-11-12 | 106,535.21 |
| 2024-11-14 | 106,535.21 |
| 2024-11-18 | 106,281.20 |
| 2024-11-19 | 106,281.20 |
| 2024-11-20 | 106,281.20 |
| 2024-11-22 | 106,281.01 |
| 2024-11-25 | 106,266.97 |
| 2024-11-26 | 106,364.22 |
| 2024-11-28 | 105,873.95 |
| 2024-12-04 | 106,121.79 |
| 2024-12-06 | 106,115.48 |
| 2024-12-09 | 106,115.48 |
| 2024-12-11 | 106,121.79 |
| 2024-12-12 | 106,125.06 |
| 2024-12-13 | 106,115.48 |
| 2024-12-16 | 106,125.06 |
| 2024-12-17 | 106,115.48 |
| 2024-12-18 | 106,115.48 |
| 2024-12-19 | 106,115.48 |
| 2024-12-20 | 106,115.48 |
| 2024-12-23 | 106,121.79 |
| 2024-12-24 | 106,121.79 |
| 2024-12-26 | 106,121.79 |
| 2024-12-27 | 106,115.48 |
| 2024-12-30 | 106,121.79 |
prediction_FPT_market.csv
| prediction_FPT_market | |
|---|---|
| Date | |
| 2024-03-22 | 102,364.91 |
| 2024-03-25 | 102,364.91 |
| 2024-03-26 | 101,448.35 |
| 2024-03-27 | 102,364.91 |
| 2024-03-28 | 102,222.91 |
| prediction_FPT_market | |
|---|---|
| Date | |
| 2025-03-06 | 137,496.53 |
| 2025-03-07 | 137,496.53 |
| 2025-03-10 | 137,496.53 |
| 2025-03-11 | 137,496.53 |
| 2025-03-12 | 137,496.53 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 242 entries, 2024-03-22 to 2025-03-12 Data columns (total 1 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 prediction_FPT_market 242 non-null float64 dtypes: float64(1) memory usage: 3.8 KB None Số giá trị bị rỗng: prediction_FPT_market 0 dtype: int64 Thống kê các giá trị:
| prediction_FPT_market | |
|---|---|
| count | 242.00 |
| mean | 128,845.17 |
| std | 11,630.44 |
| min | 100,112.28 |
| 25% | 127,627.96 |
| 50% | 134,026.63 |
| 75% | 137,496.53 |
| max | 137,643.98 |
prediction_FPT_market 110 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: prediction_FPT_market: [102364.914, 101448.35, 102222.914, 103004.69, 101195.49, 101395.98, 100496.65, 100112.28, 100549.02, 103182.51, 105880.4, 106352.57, 111537.71, 111065.54, 114489.555, 114627.94, 115217.734, 115571.586, 115778.53, 116737.56]..., số giá trị độc nhất: 110 Các bản ghi bị trùng:
| prediction_FPT_market | |
|---|---|
| Date | |
| 2024-03-25 | 102,364.91 |
| 2024-03-27 | 102,364.91 |
| 2024-03-29 | 102,222.91 |
| 2024-04-01 | 102,222.91 |
| 2024-04-03 | 103,004.69 |
| 2024-04-04 | 103,004.69 |
| 2024-04-05 | 102,222.91 |
| 2024-04-08 | 102,222.91 |
| 2024-04-09 | 102,364.91 |
| 2024-04-11 | 101,448.35 |
| 2024-04-12 | 101,448.35 |
| 2024-04-15 | 101,448.35 |
| 2024-04-16 | 101,195.49 |
| 2024-04-22 | 100,496.65 |
| 2024-04-25 | 102,364.91 |
| 2024-04-26 | 102,222.91 |
| 2024-05-09 | 111,065.54 |
| 2024-05-13 | 114,489.55 |
| 2024-05-14 | 114,489.55 |
| 2024-05-17 | 115,217.73 |
| 2024-05-20 | 115,217.73 |
| 2024-05-24 | 115,217.73 |
| 2024-05-27 | 115,778.53 |
| 2024-05-28 | 115,778.53 |
| 2024-05-31 | 115,217.73 |
| 2024-06-03 | 115,778.53 |
| 2024-06-07 | 120,876.73 |
| 2024-07-12 | 135,780.39 |
| 2024-07-15 | 135,780.39 |
| 2024-07-18 | 133,225.95 |
| 2024-07-29 | 128,492.92 |
| 2024-07-30 | 128,492.92 |
| 2024-07-31 | 128,492.92 |
| 2024-08-01 | 128,492.92 |
| 2024-08-05 | 127,642.55 |
| 2024-08-12 | 126,428.39 |
| 2024-08-13 | 127,623.10 |
| 2024-08-15 | 128,492.92 |
| 2024-08-19 | 129,989.52 |
| 2024-08-21 | 131,152.84 |
| 2024-08-22 | 131,773.69 |
| 2024-08-23 | 132,571.69 |
| 2024-08-28 | 133,132.16 |
| 2024-09-05 | 133,132.16 |
| 2024-09-06 | 133,225.95 |
| 2024-09-16 | 131,860.70 |
| 2024-09-30 | 135,200.73 |
| 2024-10-01 | 135,217.48 |
| 2024-10-02 | 135,217.48 |
| 2024-10-03 | 135,217.48 |
| 2024-10-04 | 135,217.48 |
| 2024-10-09 | 135,185.39 |
| 2024-10-11 | 136,002.77 |
| 2024-10-17 | 137,462.14 |
| 2024-10-18 | 137,462.14 |
| 2024-10-21 | 137,462.14 |
| 2024-10-23 | 135,780.39 |
| 2024-10-25 | 135,038.84 |
| 2024-10-29 | 135,022.10 |
| 2024-11-04 | 135,038.84 |
| 2024-11-05 | 135,022.10 |
| 2024-11-06 | 135,022.10 |
| 2024-11-07 | 135,022.10 |
| 2024-11-12 | 135,149.50 |
| 2024-11-14 | 135,856.23 |
| 2024-11-18 | 135,780.39 |
| 2024-11-19 | 135,350.48 |
| 2024-11-26 | 133,889.16 |
| 2024-12-02 | 137,450.73 |
| 2024-12-04 | 137,496.53 |
| 2024-12-05 | 137,496.53 |
| 2024-12-09 | 137,583.62 |
| 2024-12-10 | 137,583.62 |
| 2024-12-11 | 137,496.53 |
| 2024-12-12 | 137,496.53 |
| 2024-12-13 | 137,496.53 |
| 2024-12-16 | 137,496.53 |
| 2024-12-17 | 137,496.53 |
| 2024-12-18 | 137,496.53 |
| 2024-12-19 | 137,496.53 |
| 2024-12-20 | 137,496.53 |
| 2024-12-23 | 137,496.53 |
| 2024-12-24 | 137,496.53 |
| 2024-12-25 | 137,496.53 |
| 2024-12-26 | 137,496.53 |
| 2024-12-27 | 137,496.53 |
| 2024-12-30 | 137,583.62 |
| 2024-12-31 | 137,583.62 |
| 2025-01-02 | 137,583.62 |
| 2025-01-06 | 137,496.53 |
| 2025-01-07 | 137,496.53 |
| 2025-01-08 | 137,496.53 |
| 2025-01-09 | 137,496.53 |
| 2025-01-10 | 137,496.53 |
| 2025-01-13 | 137,496.53 |
| 2025-01-14 | 137,496.53 |
| 2025-01-15 | 137,496.53 |
| 2025-01-16 | 137,496.53 |
| 2025-01-17 | 137,496.53 |
| 2025-01-20 | 137,496.53 |
| 2025-01-21 | 137,496.53 |
| 2025-01-22 | 137,496.53 |
| 2025-01-23 | 137,496.53 |
| 2025-01-24 | 137,496.53 |
| 2025-02-03 | 137,583.62 |
| 2025-02-04 | 137,583.62 |
| 2025-02-05 | 137,583.62 |
| 2025-02-06 | 137,496.53 |
| 2025-02-07 | 137,583.62 |
| 2025-02-10 | 137,496.53 |
| 2025-02-11 | 137,496.53 |
| 2025-02-12 | 137,496.53 |
| 2025-02-13 | 137,496.53 |
| 2025-02-14 | 137,496.53 |
| 2025-02-17 | 137,496.53 |
| 2025-02-18 | 137,496.53 |
| 2025-02-19 | 137,496.53 |
| 2025-02-20 | 137,583.62 |
| 2025-02-21 | 137,583.62 |
| 2025-02-24 | 137,583.62 |
| 2025-02-25 | 137,583.62 |
| 2025-02-26 | 137,496.53 |
| 2025-02-27 | 137,496.53 |
| 2025-02-28 | 137,496.53 |
| 2025-03-03 | 137,496.53 |
| 2025-03-04 | 137,496.53 |
| 2025-03-05 | 137,496.53 |
| 2025-03-06 | 137,496.53 |
| 2025-03-07 | 137,496.53 |
| 2025-03-10 | 137,496.53 |
| 2025-03-11 | 137,496.53 |
| 2025-03-12 | 137,496.53 |
In [15]:
all_dates = []
for key, value in data.items():
all_dates.extend(value.index.to_list())
all_dates
Out[15]:
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Timestamp('2023-03-15 00:00:00'),
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Timestamp('2023-07-26 00:00:00'),
Timestamp('2023-07-27 00:00:00'),
Timestamp('2023-07-28 00:00:00'),
Timestamp('2023-07-31 00:00:00'),
Timestamp('2023-08-01 00:00:00'),
Timestamp('2023-08-02 00:00:00'),
Timestamp('2023-08-03 00:00:00'),
Timestamp('2023-08-04 00:00:00'),
Timestamp('2023-08-07 00:00:00'),
Timestamp('2023-08-08 00:00:00'),
Timestamp('2023-08-09 00:00:00'),
Timestamp('2023-08-10 00:00:00'),
Timestamp('2023-08-11 00:00:00'),
Timestamp('2023-08-14 00:00:00'),
Timestamp('2023-08-15 00:00:00'),
Timestamp('2023-08-16 00:00:00'),
Timestamp('2023-08-17 00:00:00'),
Timestamp('2023-08-18 00:00:00'),
Timestamp('2023-08-21 00:00:00'),
Timestamp('2023-08-22 00:00:00'),
Timestamp('2023-08-23 00:00:00'),
Timestamp('2023-08-24 00:00:00'),
Timestamp('2023-08-25 00:00:00'),
Timestamp('2023-08-28 00:00:00'),
Timestamp('2023-08-29 00:00:00'),
Timestamp('2023-08-30 00:00:00'),
Timestamp('2023-08-31 00:00:00'),
Timestamp('2023-09-05 00:00:00'),
Timestamp('2023-09-06 00:00:00'),
Timestamp('2023-09-07 00:00:00'),
Timestamp('2023-09-08 00:00:00'),
Timestamp('2023-09-11 00:00:00'),
Timestamp('2023-09-12 00:00:00'),
Timestamp('2023-09-13 00:00:00'),
Timestamp('2023-09-14 00:00:00'),
Timestamp('2023-09-15 00:00:00'),
Timestamp('2023-09-18 00:00:00'),
Timestamp('2023-09-19 00:00:00'),
Timestamp('2023-09-20 00:00:00'),
Timestamp('2023-09-21 00:00:00'),
Timestamp('2023-09-22 00:00:00'),
Timestamp('2023-09-25 00:00:00'),
Timestamp('2023-09-26 00:00:00'),
Timestamp('2023-09-27 00:00:00'),
Timestamp('2023-09-28 00:00:00'),
Timestamp('2023-09-29 00:00:00'),
Timestamp('2023-10-02 00:00:00'),
Timestamp('2023-10-03 00:00:00'),
Timestamp('2023-10-04 00:00:00'),
Timestamp('2023-10-05 00:00:00'),
Timestamp('2023-10-06 00:00:00'),
Timestamp('2023-10-09 00:00:00'),
Timestamp('2023-10-10 00:00:00'),
Timestamp('2023-10-11 00:00:00'),
Timestamp('2023-10-12 00:00:00'),
Timestamp('2023-10-13 00:00:00'),
Timestamp('2023-10-16 00:00:00'),
Timestamp('2023-10-17 00:00:00'),
Timestamp('2023-10-18 00:00:00'),
Timestamp('2023-10-19 00:00:00'),
Timestamp('2023-10-20 00:00:00'),
Timestamp('2023-10-23 00:00:00'),
Timestamp('2023-10-24 00:00:00'),
Timestamp('2023-10-25 00:00:00'),
Timestamp('2023-10-26 00:00:00'),
Timestamp('2023-10-27 00:00:00'),
Timestamp('2023-10-30 00:00:00'),
Timestamp('2023-10-31 00:00:00'),
Timestamp('2023-11-01 00:00:00'),
Timestamp('2023-11-02 00:00:00'),
Timestamp('2023-11-03 00:00:00'),
Timestamp('2023-11-06 00:00:00'),
Timestamp('2023-11-07 00:00:00'),
Timestamp('2023-11-08 00:00:00'),
Timestamp('2023-11-09 00:00:00'),
Timestamp('2023-11-10 00:00:00'),
Timestamp('2023-11-13 00:00:00'),
Timestamp('2023-11-14 00:00:00'),
Timestamp('2023-11-15 00:00:00'),
Timestamp('2023-11-16 00:00:00'),
Timestamp('2023-11-17 00:00:00'),
Timestamp('2023-11-20 00:00:00'),
Timestamp('2023-11-21 00:00:00'),
Timestamp('2023-11-22 00:00:00'),
Timestamp('2023-11-23 00:00:00'),
Timestamp('2023-11-24 00:00:00'),
Timestamp('2023-11-27 00:00:00'),
Timestamp('2023-11-28 00:00:00'),
Timestamp('2023-11-29 00:00:00'),
Timestamp('2023-11-30 00:00:00'),
Timestamp('2023-12-01 00:00:00'),
Timestamp('2023-12-04 00:00:00'),
Timestamp('2023-12-05 00:00:00'),
Timestamp('2023-12-06 00:00:00'),
Timestamp('2023-12-07 00:00:00'),
Timestamp('2023-12-08 00:00:00'),
Timestamp('2023-12-11 00:00:00'),
Timestamp('2023-12-12 00:00:00'),
Timestamp('2023-12-13 00:00:00'),
Timestamp('2023-12-14 00:00:00'),
Timestamp('2023-12-15 00:00:00'),
Timestamp('2023-12-18 00:00:00'),
Timestamp('2023-12-19 00:00:00'),
Timestamp('2023-12-20 00:00:00'),
Timestamp('2023-12-21 00:00:00'),
Timestamp('2023-12-22 00:00:00'),
Timestamp('2023-12-25 00:00:00'),
Timestamp('2023-12-26 00:00:00'),
Timestamp('2023-12-27 00:00:00'),
Timestamp('2023-12-28 00:00:00'),
Timestamp('2023-12-29 00:00:00'),
Timestamp('2024-01-02 00:00:00'),
Timestamp('2024-01-03 00:00:00'),
Timestamp('2024-01-04 00:00:00'),
Timestamp('2024-01-05 00:00:00'),
Timestamp('2024-01-08 00:00:00'),
Timestamp('2024-01-09 00:00:00'),
Timestamp('2024-01-10 00:00:00'),
Timestamp('2024-01-11 00:00:00'),
Timestamp('2024-01-12 00:00:00'),
Timestamp('2024-01-15 00:00:00'),
Timestamp('2024-01-16 00:00:00'),
Timestamp('2024-01-17 00:00:00'),
Timestamp('2024-01-18 00:00:00'),
Timestamp('2024-01-19 00:00:00'),
Timestamp('2024-01-22 00:00:00'),
Timestamp('2024-01-23 00:00:00'),
Timestamp('2024-01-24 00:00:00'),
Timestamp('2024-01-25 00:00:00'),
Timestamp('2024-01-26 00:00:00'),
Timestamp('2024-01-29 00:00:00'),
Timestamp('2024-01-30 00:00:00'),
Timestamp('2024-01-31 00:00:00'),
Timestamp('2024-02-01 00:00:00'),
Timestamp('2024-02-02 00:00:00'),
Timestamp('2024-02-05 00:00:00'),
Timestamp('2024-02-06 00:00:00'),
Timestamp('2024-02-07 00:00:00'),
Timestamp('2024-02-15 00:00:00'),
Timestamp('2024-02-16 00:00:00'),
Timestamp('2024-02-19 00:00:00'),
Timestamp('2024-02-20 00:00:00'),
Timestamp('2024-02-21 00:00:00'),
Timestamp('2024-02-22 00:00:00'),
Timestamp('2024-02-23 00:00:00'),
Timestamp('2024-02-26 00:00:00'),
Timestamp('2024-02-27 00:00:00'),
...]
In [16]:
for key, value in data.items():
missing_dates = sorted(set(all_dates) - set(value.index.to_list()))
missing_dates = pd.to_datetime(missing_dates) # Chuyển sang kiểu datetime
day_names = missing_dates.day_name(locale='English')
print(f"Missing dates for {key}:")
for date, day in zip(missing_dates, day_names):
print(f"{date.date()} ({day})")
Missing dates for CMG_news_features.csv: 2023-01-03 (Tuesday) 2023-01-04 (Wednesday) 2023-01-05 (Thursday) 2023-01-06 (Friday) 2023-01-09 (Monday) 2023-01-10 (Tuesday) 2023-01-11 (Wednesday) 2023-01-12 (Thursday) 2023-01-13 (Friday) 2023-01-16 (Monday) 2023-01-17 (Tuesday) 2023-01-18 (Wednesday) 2023-01-19 (Thursday) 2023-01-27 (Friday) 2023-01-30 (Monday) 2023-01-31 (Tuesday) 2023-02-01 (Wednesday) 2023-02-02 (Thursday) 2023-02-03 (Friday) 2023-02-06 (Monday) 2023-02-07 (Tuesday) 2023-02-08 (Wednesday) 2023-02-09 (Thursday) 2023-02-10 (Friday) 2023-02-13 (Monday) 2023-02-14 (Tuesday) 2023-02-15 (Wednesday) 2023-02-16 (Thursday) 2023-02-17 (Friday) 2023-02-20 (Monday) 2023-02-21 (Tuesday) 2023-02-22 (Wednesday) 2023-02-23 (Thursday) 2023-02-24 (Friday) 2023-02-27 (Monday) 2023-02-28 (Tuesday) 2023-03-01 (Wednesday) 2023-03-02 (Thursday) 2023-03-03 (Friday) 2023-03-06 (Monday) 2023-03-07 (Tuesday) 2023-03-08 (Wednesday) 2023-03-09 (Thursday) 2023-03-10 (Friday) 2023-03-13 (Monday) 2025-02-26 (Wednesday) 2025-02-27 (Thursday) 2025-02-28 (Friday) 2025-03-01 (Saturday) 2025-03-02 (Sunday) 2025-03-03 (Monday) 2025-03-04 (Tuesday) 2025-03-05 (Wednesday) 2025-03-06 (Thursday) 2025-03-07 (Friday) 2025-03-08 (Saturday) 2025-03-09 (Sunday) 2025-03-10 (Monday) 2025-03-11 (Tuesday) 2025-03-12 (Wednesday) 2025-03-13 (Thursday) 2025-03-14 (Friday) 2025-03-15 (Saturday) 2025-03-16 (Sunday) 2025-03-17 (Monday) 2025-03-18 (Tuesday) 2025-03-19 (Wednesday) 2025-03-20 (Thursday) 2025-03-21 (Friday) 2025-03-22 (Saturday) 2025-03-23 (Sunday) 2025-03-24 (Monday) 2025-03-25 (Tuesday) 2025-03-26 (Wednesday) 2025-03-27 (Thursday) 2025-03-28 (Friday) 2025-03-29 (Saturday) 2025-03-30 (Sunday) 2025-03-31 (Monday) 2025-04-01 (Tuesday) 2025-04-02 (Wednesday) 2025-04-03 (Thursday) 2025-04-04 (Friday) 2025-04-05 (Saturday) 2025-04-06 (Sunday) 2025-04-07 (Monday) 2025-04-08 (Tuesday) 2025-04-09 (Wednesday) 2025-04-10 (Thursday) 2025-04-11 (Friday) 2025-04-12 (Saturday) 2025-04-13 (Sunday) 2025-04-14 (Monday) 2025-04-15 (Tuesday) Missing dates for Dữ liệu Lịch sử CMG.csv: 2023-03-18 (Saturday) 2023-03-19 (Sunday) 2023-03-25 (Saturday) 2023-03-26 (Sunday) 2023-04-01 (Saturday) 2023-04-02 (Sunday) 2023-04-08 (Saturday) 2023-04-09 (Sunday) 2023-04-15 (Saturday) 2023-04-16 (Sunday) 2023-04-22 (Saturday) 2023-04-23 (Sunday) 2023-04-29 (Saturday) 2023-04-30 (Sunday) 2023-05-01 (Monday) 2023-05-02 (Tuesday) 2023-05-03 (Wednesday) 2023-05-06 (Saturday) 2023-05-07 (Sunday) 2023-05-13 (Saturday) 2023-05-14 (Sunday) 2023-05-20 (Saturday) 2023-05-21 (Sunday) 2023-05-27 (Saturday) 2023-05-28 (Sunday) 2023-06-03 (Saturday) 2023-06-04 (Sunday) 2023-06-10 (Saturday) 2023-06-11 (Sunday) 2023-06-17 (Saturday) 2023-06-18 (Sunday) 2023-06-24 (Saturday) 2023-06-25 (Sunday) 2023-07-01 (Saturday) 2023-07-02 (Sunday) 2023-07-08 (Saturday) 2023-07-09 (Sunday) 2023-07-15 (Saturday) 2023-07-16 (Sunday) 2023-07-22 (Saturday) 2023-07-23 (Sunday) 2023-07-29 (Saturday) 2023-07-30 (Sunday) 2023-08-05 (Saturday) 2023-08-06 (Sunday) 2023-08-12 (Saturday) 2023-08-13 (Sunday) 2023-08-19 (Saturday) 2023-08-20 (Sunday) 2023-08-26 (Saturday) 2023-08-27 (Sunday) 2023-09-01 (Friday) 2023-09-02 (Saturday) 2023-09-03 (Sunday) 2023-09-04 (Monday) 2023-09-09 (Saturday) 2023-09-10 (Sunday) 2023-09-16 (Saturday) 2023-09-17 (Sunday) 2023-09-23 (Saturday) 2023-09-24 (Sunday) 2023-09-30 (Saturday) 2023-10-01 (Sunday) 2023-10-07 (Saturday) 2023-10-08 (Sunday) 2023-10-14 (Saturday) 2023-10-15 (Sunday) 2023-10-21 (Saturday) 2023-10-22 (Sunday) 2023-10-28 (Saturday) 2023-10-29 (Sunday) 2023-11-04 (Saturday) 2023-11-05 (Sunday) 2023-11-11 (Saturday) 2023-11-12 (Sunday) 2023-11-18 (Saturday) 2023-11-19 (Sunday) 2023-11-25 (Saturday) 2023-11-26 (Sunday) 2023-12-02 (Saturday) 2023-12-03 (Sunday) 2023-12-09 (Saturday) 2023-12-10 (Sunday) 2023-12-16 (Saturday) 2023-12-17 (Sunday) 2023-12-23 (Saturday) 2023-12-24 (Sunday) 2023-12-30 (Saturday) 2023-12-31 (Sunday) 2024-01-01 (Monday) 2024-01-06 (Saturday) 2024-01-07 (Sunday) 2024-01-13 (Saturday) 2024-01-14 (Sunday) 2024-01-20 (Saturday) 2024-01-21 (Sunday) 2024-01-27 (Saturday) 2024-01-28 (Sunday) 2024-02-03 (Saturday) 2024-02-04 (Sunday) 2024-02-08 (Thursday) 2024-02-09 (Friday) 2024-02-10 (Saturday) 2024-02-11 (Sunday) 2024-02-12 (Monday) 2024-02-13 (Tuesday) 2024-02-14 (Wednesday) 2024-02-17 (Saturday) 2024-02-18 (Sunday) 2024-02-24 (Saturday) 2024-02-25 (Sunday) 2024-03-02 (Saturday) 2024-03-03 (Sunday) 2024-03-09 (Saturday) 2024-03-10 (Sunday) 2024-03-16 (Saturday) 2024-03-17 (Sunday) 2024-03-23 (Saturday) 2024-03-24 (Sunday) 2024-03-30 (Saturday) 2024-03-31 (Sunday) 2024-04-06 (Saturday) 2024-04-07 (Sunday) 2024-04-13 (Saturday) 2024-04-14 (Sunday) 2024-04-18 (Thursday) 2024-04-20 (Saturday) 2024-04-21 (Sunday) 2024-04-27 (Saturday) 2024-04-28 (Sunday) 2024-04-29 (Monday) 2024-04-30 (Tuesday) 2024-05-01 (Wednesday) 2024-05-04 (Saturday) 2024-05-05 (Sunday) 2024-05-11 (Saturday) 2024-05-12 (Sunday) 2024-05-18 (Saturday) 2024-05-19 (Sunday) 2024-05-25 (Saturday) 2024-05-26 (Sunday) 2024-06-01 (Saturday) 2024-06-02 (Sunday) 2024-06-08 (Saturday) 2024-06-09 (Sunday) 2024-06-15 (Saturday) 2024-06-16 (Sunday) 2024-06-22 (Saturday) 2024-06-23 (Sunday) 2024-06-29 (Saturday) 2024-06-30 (Sunday) 2024-07-06 (Saturday) 2024-07-07 (Sunday) 2024-07-13 (Saturday) 2024-07-14 (Sunday) 2024-07-20 (Saturday) 2024-07-21 (Sunday) 2024-07-27 (Saturday) 2024-07-28 (Sunday) 2024-08-03 (Saturday) 2024-08-04 (Sunday) 2024-08-10 (Saturday) 2024-08-11 (Sunday) 2024-08-17 (Saturday) 2024-08-18 (Sunday) 2024-08-24 (Saturday) 2024-08-25 (Sunday) 2024-08-31 (Saturday) 2024-09-01 (Sunday) 2024-09-02 (Monday) 2024-09-03 (Tuesday) 2024-09-07 (Saturday) 2024-09-08 (Sunday) 2024-09-14 (Saturday) 2024-09-15 (Sunday) 2024-09-21 (Saturday) 2024-09-22 (Sunday) 2024-09-28 (Saturday) 2024-09-29 (Sunday) 2024-10-05 (Saturday) 2024-10-06 (Sunday) 2024-10-12 (Saturday) 2024-10-13 (Sunday) 2024-10-19 (Saturday) 2024-10-20 (Sunday) 2024-10-26 (Saturday) 2024-10-27 (Sunday) 2024-11-02 (Saturday) 2024-11-03 (Sunday) 2024-11-09 (Saturday) 2024-11-10 (Sunday) 2024-11-16 (Saturday) 2024-11-17 (Sunday) 2024-11-23 (Saturday) 2024-11-24 (Sunday) 2024-11-30 (Saturday) 2024-12-01 (Sunday) 2024-12-07 (Saturday) 2024-12-08 (Sunday) 2024-12-14 (Saturday) 2024-12-15 (Sunday) 2024-12-21 (Saturday) 2024-12-22 (Sunday) 2024-12-28 (Saturday) 2024-12-29 (Sunday) 2025-01-01 (Wednesday) 2025-01-04 (Saturday) 2025-01-05 (Sunday) 2025-01-11 (Saturday) 2025-01-12 (Sunday) 2025-01-18 (Saturday) 2025-01-19 (Sunday) 2025-01-25 (Saturday) 2025-01-26 (Sunday) 2025-01-27 (Monday) 2025-01-28 (Tuesday) 2025-01-29 (Wednesday) 2025-01-30 (Thursday) 2025-01-31 (Friday) 2025-02-01 (Saturday) 2025-02-02 (Sunday) 2025-02-08 (Saturday) 2025-02-09 (Sunday) 2025-02-15 (Saturday) 2025-02-16 (Sunday) 2025-02-22 (Saturday) 2025-02-23 (Sunday) 2025-03-01 (Saturday) 2025-03-02 (Sunday) 2025-03-08 (Saturday) 2025-03-09 (Sunday) 2025-03-13 (Thursday) 2025-03-14 (Friday) 2025-03-15 (Saturday) 2025-03-16 (Sunday) 2025-03-17 (Monday) 2025-03-18 (Tuesday) 2025-03-19 (Wednesday) 2025-03-20 (Thursday) 2025-03-21 (Friday) 2025-03-22 (Saturday) 2025-03-23 (Sunday) 2025-03-24 (Monday) 2025-03-25 (Tuesday) 2025-03-26 (Wednesday) 2025-03-27 (Thursday) 2025-03-28 (Friday) 2025-03-29 (Saturday) 2025-03-30 (Sunday) 2025-03-31 (Monday) 2025-04-01 (Tuesday) 2025-04-02 (Wednesday) 2025-04-03 (Thursday) 2025-04-04 (Friday) 2025-04-05 (Saturday) 2025-04-06 (Sunday) 2025-04-07 (Monday) 2025-04-08 (Tuesday) 2025-04-09 (Wednesday) 2025-04-10 (Thursday) 2025-04-11 (Friday) 2025-04-12 (Saturday) 2025-04-13 (Sunday) 2025-04-14 (Monday) 2025-04-15 (Tuesday) Missing dates for Dữ liệu Lịch sử FPT.csv: 2023-03-18 (Saturday) 2023-03-19 (Sunday) 2023-03-25 (Saturday) 2023-03-26 (Sunday) 2023-04-01 (Saturday) 2023-04-02 (Sunday) 2023-04-08 (Saturday) 2023-04-09 (Sunday) 2023-04-15 (Saturday) 2023-04-16 (Sunday) 2023-04-22 (Saturday) 2023-04-23 (Sunday) 2023-04-29 (Saturday) 2023-04-30 (Sunday) 2023-05-01 (Monday) 2023-05-02 (Tuesday) 2023-05-03 (Wednesday) 2023-05-06 (Saturday) 2023-05-07 (Sunday) 2023-05-13 (Saturday) 2023-05-14 (Sunday) 2023-05-20 (Saturday) 2023-05-21 (Sunday) 2023-05-27 (Saturday) 2023-05-28 (Sunday) 2023-06-03 (Saturday) 2023-06-04 (Sunday) 2023-06-10 (Saturday) 2023-06-11 (Sunday) 2023-06-17 (Saturday) 2023-06-18 (Sunday) 2023-06-24 (Saturday) 2023-06-25 (Sunday) 2023-07-01 (Saturday) 2023-07-02 (Sunday) 2023-07-08 (Saturday) 2023-07-09 (Sunday) 2023-07-15 (Saturday) 2023-07-16 (Sunday) 2023-07-22 (Saturday) 2023-07-23 (Sunday) 2023-07-29 (Saturday) 2023-07-30 (Sunday) 2023-08-05 (Saturday) 2023-08-06 (Sunday) 2023-08-12 (Saturday) 2023-08-13 (Sunday) 2023-08-19 (Saturday) 2023-08-20 (Sunday) 2023-08-26 (Saturday) 2023-08-27 (Sunday) 2023-09-01 (Friday) 2023-09-02 (Saturday) 2023-09-03 (Sunday) 2023-09-04 (Monday) 2023-09-09 (Saturday) 2023-09-10 (Sunday) 2023-09-16 (Saturday) 2023-09-17 (Sunday) 2023-09-23 (Saturday) 2023-09-24 (Sunday) 2023-09-30 (Saturday) 2023-10-01 (Sunday) 2023-10-07 (Saturday) 2023-10-08 (Sunday) 2023-10-14 (Saturday) 2023-10-15 (Sunday) 2023-10-21 (Saturday) 2023-10-22 (Sunday) 2023-10-28 (Saturday) 2023-10-29 (Sunday) 2023-11-04 (Saturday) 2023-11-05 (Sunday) 2023-11-11 (Saturday) 2023-11-12 (Sunday) 2023-11-18 (Saturday) 2023-11-19 (Sunday) 2023-11-25 (Saturday) 2023-11-26 (Sunday) 2023-12-02 (Saturday) 2023-12-03 (Sunday) 2023-12-09 (Saturday) 2023-12-10 (Sunday) 2023-12-16 (Saturday) 2023-12-17 (Sunday) 2023-12-23 (Saturday) 2023-12-24 (Sunday) 2023-12-30 (Saturday) 2023-12-31 (Sunday) 2024-01-01 (Monday) 2024-01-06 (Saturday) 2024-01-07 (Sunday) 2024-01-13 (Saturday) 2024-01-14 (Sunday) 2024-01-20 (Saturday) 2024-01-21 (Sunday) 2024-01-27 (Saturday) 2024-01-28 (Sunday) 2024-02-03 (Saturday) 2024-02-04 (Sunday) 2024-02-08 (Thursday) 2024-02-09 (Friday) 2024-02-10 (Saturday) 2024-02-11 (Sunday) 2024-02-12 (Monday) 2024-02-13 (Tuesday) 2024-02-14 (Wednesday) 2024-02-17 (Saturday) 2024-02-18 (Sunday) 2024-02-24 (Saturday) 2024-02-25 (Sunday) 2024-03-02 (Saturday) 2024-03-03 (Sunday) 2024-03-09 (Saturday) 2024-03-10 (Sunday) 2024-03-16 (Saturday) 2024-03-17 (Sunday) 2024-03-23 (Saturday) 2024-03-24 (Sunday) 2024-03-30 (Saturday) 2024-03-31 (Sunday) 2024-04-06 (Saturday) 2024-04-07 (Sunday) 2024-04-13 (Saturday) 2024-04-14 (Sunday) 2024-04-18 (Thursday) 2024-04-20 (Saturday) 2024-04-21 (Sunday) 2024-04-27 (Saturday) 2024-04-28 (Sunday) 2024-04-29 (Monday) 2024-04-30 (Tuesday) 2024-05-01 (Wednesday) 2024-05-04 (Saturday) 2024-05-05 (Sunday) 2024-05-11 (Saturday) 2024-05-12 (Sunday) 2024-05-18 (Saturday) 2024-05-19 (Sunday) 2024-05-25 (Saturday) 2024-05-26 (Sunday) 2024-06-01 (Saturday) 2024-06-02 (Sunday) 2024-06-08 (Saturday) 2024-06-09 (Sunday) 2024-06-15 (Saturday) 2024-06-16 (Sunday) 2024-06-22 (Saturday) 2024-06-23 (Sunday) 2024-06-29 (Saturday) 2024-06-30 (Sunday) 2024-07-06 (Saturday) 2024-07-07 (Sunday) 2024-07-13 (Saturday) 2024-07-14 (Sunday) 2024-07-20 (Saturday) 2024-07-21 (Sunday) 2024-07-27 (Saturday) 2024-07-28 (Sunday) 2024-08-03 (Saturday) 2024-08-04 (Sunday) 2024-08-10 (Saturday) 2024-08-11 (Sunday) 2024-08-17 (Saturday) 2024-08-18 (Sunday) 2024-08-24 (Saturday) 2024-08-25 (Sunday) 2024-08-31 (Saturday) 2024-09-01 (Sunday) 2024-09-02 (Monday) 2024-09-03 (Tuesday) 2024-09-07 (Saturday) 2024-09-08 (Sunday) 2024-09-14 (Saturday) 2024-09-15 (Sunday) 2024-09-21 (Saturday) 2024-09-22 (Sunday) 2024-09-28 (Saturday) 2024-09-29 (Sunday) 2024-10-05 (Saturday) 2024-10-06 (Sunday) 2024-10-12 (Saturday) 2024-10-13 (Sunday) 2024-10-19 (Saturday) 2024-10-20 (Sunday) 2024-10-26 (Saturday) 2024-10-27 (Sunday) 2024-11-02 (Saturday) 2024-11-03 (Sunday) 2024-11-09 (Saturday) 2024-11-10 (Sunday) 2024-11-16 (Saturday) 2024-11-17 (Sunday) 2024-11-23 (Saturday) 2024-11-24 (Sunday) 2024-11-30 (Saturday) 2024-12-01 (Sunday) 2024-12-07 (Saturday) 2024-12-08 (Sunday) 2024-12-14 (Saturday) 2024-12-15 (Sunday) 2024-12-21 (Saturday) 2024-12-22 (Sunday) 2024-12-28 (Saturday) 2024-12-29 (Sunday) 2025-01-01 (Wednesday) 2025-01-04 (Saturday) 2025-01-05 (Sunday) 2025-01-11 (Saturday) 2025-01-12 (Sunday) 2025-01-18 (Saturday) 2025-01-19 (Sunday) 2025-01-25 (Saturday) 2025-01-26 (Sunday) 2025-01-27 (Monday) 2025-01-28 (Tuesday) 2025-01-29 (Wednesday) 2025-01-30 (Thursday) 2025-01-31 (Friday) 2025-02-01 (Saturday) 2025-02-02 (Sunday) 2025-02-08 (Saturday) 2025-02-09 (Sunday) 2025-02-15 (Saturday) 2025-02-16 (Sunday) 2025-02-22 (Saturday) 2025-02-23 (Sunday) 2025-03-01 (Saturday) 2025-03-02 (Sunday) 2025-03-08 (Saturday) 2025-03-09 (Sunday) 2025-03-13 (Thursday) 2025-03-14 (Friday) 2025-03-15 (Saturday) 2025-03-16 (Sunday) 2025-03-17 (Monday) 2025-03-18 (Tuesday) 2025-03-19 (Wednesday) 2025-03-20 (Thursday) 2025-03-21 (Friday) 2025-03-22 (Saturday) 2025-03-23 (Sunday) 2025-03-24 (Monday) 2025-03-25 (Tuesday) 2025-03-26 (Wednesday) 2025-03-27 (Thursday) 2025-03-28 (Friday) 2025-03-29 (Saturday) 2025-03-30 (Sunday) 2025-03-31 (Monday) 2025-04-01 (Tuesday) 2025-04-02 (Wednesday) 2025-04-03 (Thursday) 2025-04-04 (Friday) 2025-04-05 (Saturday) 2025-04-06 (Sunday) 2025-04-07 (Monday) 2025-04-08 (Tuesday) 2025-04-09 (Wednesday) 2025-04-10 (Thursday) 2025-04-11 (Friday) 2025-04-12 (Saturday) 2025-04-13 (Sunday) 2025-04-14 (Monday) 2025-04-15 (Tuesday) Missing dates for FPT_news_features.csv: 2023-01-03 (Tuesday) 2023-01-04 (Wednesday) 2023-01-05 (Thursday) 2023-01-06 (Friday) 2023-01-09 (Monday) 2023-01-10 (Tuesday) 2023-01-11 (Wednesday) 2023-01-12 (Thursday) 2023-01-13 (Friday) 2023-01-16 (Monday) 2023-01-17 (Tuesday) 2023-01-18 (Wednesday) 2023-01-19 (Thursday) 2023-01-27 (Friday) 2023-01-30 (Monday) 2023-01-31 (Tuesday) 2023-02-01 (Wednesday) 2023-02-02 (Thursday) 2023-02-03 (Friday) 2023-02-06 (Monday) 2023-02-07 (Tuesday) 2023-02-08 (Wednesday) 2023-02-09 (Thursday) 2023-02-10 (Friday) 2023-02-13 (Monday) 2023-02-14 (Tuesday) 2023-02-15 (Wednesday) 2023-02-16 (Thursday) 2023-02-17 (Friday) 2023-02-20 (Monday) 2023-02-21 (Tuesday) 2023-02-22 (Wednesday) 2023-02-23 (Thursday) 2023-02-24 (Friday) 2023-02-27 (Monday) 2023-02-28 (Tuesday) 2023-03-01 (Wednesday) 2023-03-02 (Thursday) 2023-03-03 (Friday) 2023-03-06 (Monday) 2023-03-07 (Tuesday) 2023-03-08 (Wednesday) 2023-03-09 (Thursday) 2023-03-10 (Friday) 2023-03-13 (Monday) 2023-03-14 (Tuesday) 2023-03-15 (Wednesday) 2023-03-16 (Thursday) 2023-03-17 (Friday) 2023-03-18 (Saturday) 2023-03-19 (Sunday) 2023-03-20 (Monday) 2023-03-21 (Tuesday) 2023-03-22 (Wednesday) 2023-03-23 (Thursday) 2023-03-24 (Friday) 2023-03-25 (Saturday) 2023-03-26 (Sunday) 2023-03-27 (Monday) 2023-03-28 (Tuesday) 2023-03-29 (Wednesday) 2023-03-30 (Thursday) 2023-03-31 (Friday) 2023-04-01 (Saturday) 2023-04-02 (Sunday) 2023-04-03 (Monday) 2023-04-04 (Tuesday) 2023-04-05 (Wednesday) 2023-04-06 (Thursday) 2023-04-07 (Friday) 2023-04-08 (Saturday) 2023-04-09 (Sunday) 2023-04-10 (Monday) 2023-04-11 (Tuesday) 2023-04-12 (Wednesday) 2023-04-13 (Thursday) 2023-04-14 (Friday) 2023-04-15 (Saturday) 2023-04-16 (Sunday) 2023-04-17 (Monday) 2023-04-18 (Tuesday) 2023-04-19 (Wednesday) 2023-04-20 (Thursday) 2023-04-21 (Friday) 2023-04-22 (Saturday) 2023-04-23 (Sunday) 2023-04-24 (Monday) 2023-04-25 (Tuesday) 2023-04-26 (Wednesday) 2023-04-27 (Thursday) 2023-04-28 (Friday) 2023-04-29 (Saturday) 2023-04-30 (Sunday) 2023-05-01 (Monday) 2023-05-02 (Tuesday) 2023-05-03 (Wednesday) Missing dates for prediction_CMG_bctc.csv: 2023-01-03 (Tuesday) 2023-01-04 (Wednesday) 2023-01-05 (Thursday) 2023-01-06 (Friday) 2023-01-09 (Monday) 2023-01-10 (Tuesday) 2023-01-11 (Wednesday) 2023-03-18 (Saturday) 2023-03-19 (Sunday) 2023-03-25 (Saturday) 2023-03-26 (Sunday) 2023-04-01 (Saturday) 2023-04-02 (Sunday) 2023-04-08 (Saturday) 2023-04-09 (Sunday) 2023-04-15 (Saturday) 2023-04-16 (Sunday) 2023-04-22 (Saturday) 2023-04-23 (Sunday) 2023-04-29 (Saturday) 2023-04-30 (Sunday) 2023-05-01 (Monday) 2023-05-02 (Tuesday) 2023-05-03 (Wednesday) 2023-05-06 (Saturday) 2023-05-07 (Sunday) 2023-05-13 (Saturday) 2023-05-14 (Sunday) 2023-05-20 (Saturday) 2023-05-21 (Sunday) 2023-05-27 (Saturday) 2023-05-28 (Sunday) 2023-06-03 (Saturday) 2023-06-04 (Sunday) 2023-06-10 (Saturday) 2023-06-11 (Sunday) 2023-06-17 (Saturday) 2023-06-18 (Sunday) 2023-06-24 (Saturday) 2023-06-25 (Sunday) 2023-07-01 (Saturday) 2023-07-02 (Sunday) 2023-07-08 (Saturday) 2023-07-09 (Sunday) 2023-07-15 (Saturday) 2023-07-16 (Sunday) 2023-07-22 (Saturday) 2023-07-23 (Sunday) 2023-07-29 (Saturday) 2023-07-30 (Sunday) 2023-08-05 (Saturday) 2023-08-06 (Sunday) 2023-08-12 (Saturday) 2023-08-13 (Sunday) 2023-08-19 (Saturday) 2023-08-20 (Sunday) 2023-08-26 (Saturday) 2023-08-27 (Sunday) 2023-09-01 (Friday) 2023-09-02 (Saturday) 2023-09-03 (Sunday) 2023-09-04 (Monday) 2023-09-09 (Saturday) 2023-09-10 (Sunday) 2023-09-16 (Saturday) 2023-09-17 (Sunday) 2023-09-23 (Saturday) 2023-09-24 (Sunday) 2023-09-30 (Saturday) 2023-10-01 (Sunday) 2023-10-07 (Saturday) 2023-10-08 (Sunday) 2023-10-14 (Saturday) 2023-10-15 (Sunday) 2023-10-21 (Saturday) 2023-10-22 (Sunday) 2023-10-28 (Saturday) 2023-10-29 (Sunday) 2023-11-04 (Saturday) 2023-11-05 (Sunday) 2023-11-11 (Saturday) 2023-11-12 (Sunday) 2023-11-18 (Saturday) 2023-11-19 (Sunday) 2023-11-25 (Saturday) 2023-11-26 (Sunday) 2023-12-02 (Saturday) 2023-12-03 (Sunday) 2023-12-09 (Saturday) 2023-12-10 (Sunday) 2023-12-16 (Saturday) 2023-12-17 (Sunday) 2023-12-23 (Saturday) 2023-12-24 (Sunday) 2023-12-30 (Saturday) 2023-12-31 (Sunday) 2024-01-01 (Monday) 2024-01-06 (Saturday) 2024-01-07 (Sunday) 2024-01-13 (Saturday) 2024-01-14 (Sunday) 2024-01-20 (Saturday) 2024-01-21 (Sunday) 2024-01-27 (Saturday) 2024-01-28 (Sunday) 2024-02-03 (Saturday) 2024-02-04 (Sunday) 2024-02-08 (Thursday) 2024-02-09 (Friday) 2024-02-10 (Saturday) 2024-02-11 (Sunday) 2024-02-12 (Monday) 2024-02-13 (Tuesday) 2024-02-14 (Wednesday) 2024-02-17 (Saturday) 2024-02-18 (Sunday) 2024-02-24 (Saturday) 2024-02-25 (Sunday) 2024-03-02 (Saturday) 2024-03-03 (Sunday) 2024-03-09 (Saturday) 2024-03-10 (Sunday) 2024-03-16 (Saturday) 2024-03-17 (Sunday) 2024-03-23 (Saturday) 2024-03-24 (Sunday) 2024-03-30 (Saturday) 2024-03-31 (Sunday) 2024-04-06 (Saturday) 2024-04-07 (Sunday) 2024-04-13 (Saturday) 2024-04-14 (Sunday) 2024-04-18 (Thursday) 2024-04-20 (Saturday) 2024-04-21 (Sunday) 2024-04-27 (Saturday) 2024-04-28 (Sunday) 2024-04-29 (Monday) 2024-04-30 (Tuesday) 2024-05-01 (Wednesday) 2024-05-04 (Saturday) 2024-05-05 (Sunday) 2024-05-11 (Saturday) 2024-05-12 (Sunday) 2024-05-18 (Saturday) 2024-05-19 (Sunday) 2024-05-25 (Saturday) 2024-05-26 (Sunday) 2024-06-01 (Saturday) 2024-06-02 (Sunday) 2024-06-08 (Saturday) 2024-06-09 (Sunday) 2024-06-15 (Saturday) 2024-06-16 (Sunday) 2024-06-22 (Saturday) 2024-06-23 (Sunday) 2024-06-29 (Saturday) 2024-06-30 (Sunday) 2024-07-06 (Saturday) 2024-07-07 (Sunday) 2024-07-13 (Saturday) 2024-07-14 (Sunday) 2024-07-20 (Saturday) 2024-07-21 (Sunday) 2024-07-27 (Saturday) 2024-07-28 (Sunday) 2024-08-03 (Saturday) 2024-08-04 (Sunday) 2024-08-10 (Saturday) 2024-08-11 (Sunday) 2024-08-17 (Saturday) 2024-08-18 (Sunday) 2024-08-24 (Saturday) 2024-08-25 (Sunday) 2024-08-31 (Saturday) 2024-09-01 (Sunday) 2024-09-02 (Monday) 2024-09-03 (Tuesday) 2024-09-07 (Saturday) 2024-09-08 (Sunday) 2024-09-14 (Saturday) 2024-09-15 (Sunday) 2024-09-21 (Saturday) 2024-09-22 (Sunday) 2024-09-28 (Saturday) 2024-09-29 (Sunday) 2024-10-05 (Saturday) 2024-10-06 (Sunday) 2024-10-12 (Saturday) 2024-10-13 (Sunday) 2024-10-19 (Saturday) 2024-10-20 (Sunday) 2024-10-26 (Saturday) 2024-10-27 (Sunday) 2024-11-02 (Saturday) 2024-11-03 (Sunday) 2024-11-09 (Saturday) 2024-11-10 (Sunday) 2024-11-16 (Saturday) 2024-11-17 (Sunday) 2024-11-23 (Saturday) 2024-11-24 (Sunday) 2024-11-30 (Saturday) 2024-12-01 (Sunday) 2024-12-07 (Saturday) 2024-12-08 (Sunday) 2024-12-14 (Saturday) 2024-12-15 (Sunday) 2024-12-21 (Saturday) 2024-12-22 (Sunday) 2024-12-28 (Saturday) 2024-12-29 (Sunday) 2025-01-01 (Wednesday) 2025-01-02 (Thursday) 2025-01-03 (Friday) 2025-01-04 (Saturday) 2025-01-05 (Sunday) 2025-01-06 (Monday) 2025-01-07 (Tuesday) 2025-01-08 (Wednesday) 2025-01-09 (Thursday) 2025-01-10 (Friday) 2025-01-11 (Saturday) 2025-01-12 (Sunday) 2025-01-13 (Monday) 2025-01-14 (Tuesday) 2025-01-15 (Wednesday) 2025-01-16 (Thursday) 2025-01-17 (Friday) 2025-01-18 (Saturday) 2025-01-19 (Sunday) 2025-01-20 (Monday) 2025-01-21 (Tuesday) 2025-01-22 (Wednesday) 2025-01-23 (Thursday) 2025-01-24 (Friday) 2025-01-25 (Saturday) 2025-01-26 (Sunday) 2025-01-27 (Monday) 2025-01-28 (Tuesday) 2025-01-29 (Wednesday) 2025-01-30 (Thursday) 2025-01-31 (Friday) 2025-02-01 (Saturday) 2025-02-02 (Sunday) 2025-02-03 (Monday) 2025-02-04 (Tuesday) 2025-02-05 (Wednesday) 2025-02-06 (Thursday) 2025-02-07 (Friday) 2025-02-08 (Saturday) 2025-02-09 (Sunday) 2025-02-10 (Monday) 2025-02-11 (Tuesday) 2025-02-12 (Wednesday) 2025-02-13 (Thursday) 2025-02-14 (Friday) 2025-02-15 (Saturday) 2025-02-16 (Sunday) 2025-02-17 (Monday) 2025-02-18 (Tuesday) 2025-02-19 (Wednesday) 2025-02-20 (Thursday) 2025-02-21 (Friday) 2025-02-22 (Saturday) 2025-02-23 (Sunday) 2025-02-24 (Monday) 2025-02-25 (Tuesday) 2025-02-26 (Wednesday) 2025-02-27 (Thursday) 2025-02-28 (Friday) 2025-03-01 (Saturday) 2025-03-02 (Sunday) 2025-03-03 (Monday) 2025-03-04 (Tuesday) 2025-03-05 (Wednesday) 2025-03-06 (Thursday) 2025-03-07 (Friday) 2025-03-08 (Saturday) 2025-03-09 (Sunday) 2025-03-10 (Monday) 2025-03-11 (Tuesday) 2025-03-12 (Wednesday) 2025-03-13 (Thursday) 2025-03-14 (Friday) 2025-03-15 (Saturday) 2025-03-16 (Sunday) 2025-03-17 (Monday) 2025-03-18 (Tuesday) 2025-03-19 (Wednesday) 2025-03-20 (Thursday) 2025-03-21 (Friday) 2025-03-22 (Saturday) 2025-03-23 (Sunday) 2025-03-24 (Monday) 2025-03-25 (Tuesday) 2025-03-26 (Wednesday) 2025-03-27 (Thursday) 2025-03-28 (Friday) 2025-03-29 (Saturday) 2025-03-30 (Sunday) 2025-03-31 (Monday) 2025-04-01 (Tuesday) 2025-04-02 (Wednesday) 2025-04-03 (Thursday) 2025-04-04 (Friday) 2025-04-05 (Saturday) 2025-04-06 (Sunday) 2025-04-07 (Monday) 2025-04-08 (Tuesday) 2025-04-09 (Wednesday) 2025-04-10 (Thursday) 2025-04-11 (Friday) 2025-04-12 (Saturday) 2025-04-13 (Sunday) 2025-04-14 (Monday) 2025-04-15 (Tuesday) Missing dates for prediction_CMG_market.csv: 2023-01-03 (Tuesday) 2023-01-04 (Wednesday) 2023-01-05 (Thursday) 2023-01-06 (Friday) 2023-01-09 (Monday) 2023-01-10 (Tuesday) 2023-01-11 (Wednesday) 2023-01-12 (Thursday) 2023-01-13 (Friday) 2023-01-16 (Monday) 2023-01-17 (Tuesday) 2023-01-18 (Wednesday) 2023-01-19 (Thursday) 2023-01-27 (Friday) 2023-01-30 (Monday) 2023-01-31 (Tuesday) 2023-02-01 (Wednesday) 2023-02-02 (Thursday) 2023-02-03 (Friday) 2023-02-06 (Monday) 2023-02-07 (Tuesday) 2023-02-08 (Wednesday) 2023-02-09 (Thursday) 2023-02-10 (Friday) 2023-02-13 (Monday) 2023-02-14 (Tuesday) 2023-02-15 (Wednesday) 2023-02-16 (Thursday) 2023-02-17 (Friday) 2023-02-20 (Monday) 2023-02-21 (Tuesday) 2023-02-22 (Wednesday) 2023-02-23 (Thursday) 2023-02-24 (Friday) 2023-02-27 (Monday) 2023-02-28 (Tuesday) 2023-03-01 (Wednesday) 2023-03-02 (Thursday) 2023-03-03 (Friday) 2023-03-06 (Monday) 2023-03-07 (Tuesday) 2023-03-08 (Wednesday) 2023-03-09 (Thursday) 2023-03-10 (Friday) 2023-03-13 (Monday) 2023-03-14 (Tuesday) 2023-03-15 (Wednesday) 2023-03-16 (Thursday) 2023-03-17 (Friday) 2023-03-18 (Saturday) 2023-03-19 (Sunday) 2023-03-20 (Monday) 2023-03-21 (Tuesday) 2023-03-22 (Wednesday) 2023-03-23 (Thursday) 2023-03-24 (Friday) 2023-03-25 (Saturday) 2023-03-26 (Sunday) 2023-03-27 (Monday) 2023-03-28 (Tuesday) 2023-03-29 (Wednesday) 2023-03-30 (Thursday) 2023-03-31 (Friday) 2023-04-01 (Saturday) 2023-04-02 (Sunday) 2023-04-03 (Monday) 2023-04-04 (Tuesday) 2023-04-05 (Wednesday) 2023-04-06 (Thursday) 2023-04-07 (Friday) 2023-04-08 (Saturday) 2023-04-09 (Sunday) 2023-04-10 (Monday) 2023-04-11 (Tuesday) 2023-04-12 (Wednesday) 2023-04-13 (Thursday) 2023-04-14 (Friday) 2023-04-15 (Saturday) 2023-04-16 (Sunday) 2023-04-17 (Monday) 2023-04-18 (Tuesday) 2023-04-19 (Wednesday) 2023-04-20 (Thursday) 2023-04-21 (Friday) 2023-04-22 (Saturday) 2023-04-23 (Sunday) 2023-04-24 (Monday) 2023-04-25 (Tuesday) 2023-04-26 (Wednesday) 2023-04-27 (Thursday) 2023-04-28 (Friday) 2023-04-29 (Saturday) 2023-04-30 (Sunday) 2023-05-01 (Monday) 2023-05-02 (Tuesday) 2023-05-03 (Wednesday) 2023-05-04 (Thursday) 2023-05-05 (Friday) 2023-05-06 (Saturday) 2023-05-07 (Sunday) 2023-05-08 (Monday) 2023-05-09 (Tuesday) 2023-05-10 (Wednesday) 2023-05-11 (Thursday) 2023-05-12 (Friday) 2023-05-13 (Saturday) 2023-05-14 (Sunday) 2023-05-15 (Monday) 2023-05-16 (Tuesday) 2023-05-17 (Wednesday) 2023-05-18 (Thursday) 2023-05-19 (Friday) 2023-05-20 (Saturday) 2023-05-21 (Sunday) 2023-05-22 (Monday) 2023-05-23 (Tuesday) 2023-05-24 (Wednesday) 2023-05-25 (Thursday) 2023-05-26 (Friday) 2023-05-27 (Saturday) 2023-05-28 (Sunday) 2023-05-29 (Monday) 2023-05-30 (Tuesday) 2023-05-31 (Wednesday) 2023-06-01 (Thursday) 2023-06-02 (Friday) 2023-06-03 (Saturday) 2023-06-04 (Sunday) 2023-06-05 (Monday) 2023-06-06 (Tuesday) 2023-06-07 (Wednesday) 2023-06-08 (Thursday) 2023-06-09 (Friday) 2023-06-10 (Saturday) 2023-06-11 (Sunday) 2023-06-12 (Monday) 2023-06-13 (Tuesday) 2023-06-14 (Wednesday) 2023-06-15 (Thursday) 2023-06-16 (Friday) 2023-06-17 (Saturday) 2023-06-18 (Sunday) 2023-06-19 (Monday) 2023-06-20 (Tuesday) 2023-06-21 (Wednesday) 2023-06-22 (Thursday) 2023-06-23 (Friday) 2023-06-24 (Saturday) 2023-06-25 (Sunday) 2023-06-26 (Monday) 2023-06-27 (Tuesday) 2023-06-28 (Wednesday) 2023-06-29 (Thursday) 2023-06-30 (Friday) 2023-07-01 (Saturday) 2023-07-02 (Sunday) 2023-07-03 (Monday) 2023-07-04 (Tuesday) 2023-07-05 (Wednesday) 2023-07-06 (Thursday) 2023-07-07 (Friday) 2023-07-08 (Saturday) 2023-07-09 (Sunday) 2023-07-10 (Monday) 2023-07-11 (Tuesday) 2023-07-12 (Wednesday) 2023-07-13 (Thursday) 2023-07-14 (Friday) 2023-07-15 (Saturday) 2023-07-16 (Sunday) 2023-07-17 (Monday) 2023-07-18 (Tuesday) 2023-07-19 (Wednesday) 2023-07-20 (Thursday) 2023-07-21 (Friday) 2023-07-22 (Saturday) 2023-07-23 (Sunday) 2023-07-24 (Monday) 2023-07-25 (Tuesday) 2023-07-26 (Wednesday) 2023-07-27 (Thursday) 2023-07-28 (Friday) 2023-07-29 (Saturday) 2023-07-30 (Sunday) 2023-07-31 (Monday) 2023-08-01 (Tuesday) 2023-08-02 (Wednesday) 2023-08-03 (Thursday) 2023-08-04 (Friday) 2023-08-05 (Saturday) 2023-08-06 (Sunday) 2023-08-07 (Monday) 2023-08-08 (Tuesday) 2023-08-09 (Wednesday) 2023-08-10 (Thursday) 2023-08-11 (Friday) 2023-08-12 (Saturday) 2023-08-13 (Sunday) 2023-08-14 (Monday) 2023-08-15 (Tuesday) 2023-08-16 (Wednesday) 2023-08-17 (Thursday) 2023-08-18 (Friday) 2023-08-19 (Saturday) 2023-08-20 (Sunday) 2023-08-21 (Monday) 2023-08-22 (Tuesday) 2023-08-23 (Wednesday) 2023-08-24 (Thursday) 2023-08-25 (Friday) 2023-08-26 (Saturday) 2023-08-27 (Sunday) 2023-08-28 (Monday) 2023-08-29 (Tuesday) 2023-08-30 (Wednesday) 2023-08-31 (Thursday) 2023-09-01 (Friday) 2023-09-02 (Saturday) 2023-09-03 (Sunday) 2023-09-04 (Monday) 2023-09-05 (Tuesday) 2023-09-06 (Wednesday) 2023-09-07 (Thursday) 2023-09-08 (Friday) 2023-09-09 (Saturday) 2023-09-10 (Sunday) 2023-09-11 (Monday) 2023-09-12 (Tuesday) 2023-09-13 (Wednesday) 2023-09-14 (Thursday) 2023-09-15 (Friday) 2023-09-16 (Saturday) 2023-09-17 (Sunday) 2023-09-18 (Monday) 2023-09-19 (Tuesday) 2023-09-20 (Wednesday) 2023-09-21 (Thursday) 2023-09-22 (Friday) 2023-09-23 (Saturday) 2023-09-24 (Sunday) 2023-09-25 (Monday) 2023-09-26 (Tuesday) 2023-09-27 (Wednesday) 2023-09-28 (Thursday) 2023-09-29 (Friday) 2023-09-30 (Saturday) 2023-10-01 (Sunday) 2023-10-02 (Monday) 2023-10-03 (Tuesday) 2023-10-04 (Wednesday) 2023-10-05 (Thursday) 2023-10-06 (Friday) 2023-10-07 (Saturday) 2023-10-08 (Sunday) 2023-10-09 (Monday) 2023-10-10 (Tuesday) 2023-10-11 (Wednesday) 2023-10-12 (Thursday) 2023-10-13 (Friday) 2023-10-14 (Saturday) 2023-10-15 (Sunday) 2023-10-16 (Monday) 2023-10-17 (Tuesday) 2023-10-18 (Wednesday) 2023-10-19 (Thursday) 2023-10-20 (Friday) 2023-10-21 (Saturday) 2023-10-22 (Sunday) 2023-10-23 (Monday) 2023-10-24 (Tuesday) 2023-10-25 (Wednesday) 2023-10-26 (Thursday) 2023-10-27 (Friday) 2023-10-28 (Saturday) 2023-10-29 (Sunday) 2023-10-30 (Monday) 2023-10-31 (Tuesday) 2023-11-01 (Wednesday) 2023-11-02 (Thursday) 2023-11-03 (Friday) 2023-11-04 (Saturday) 2023-11-05 (Sunday) 2023-11-06 (Monday) 2023-11-07 (Tuesday) 2023-11-08 (Wednesday) 2023-11-09 (Thursday) 2023-11-10 (Friday) 2023-11-11 (Saturday) 2023-11-12 (Sunday) 2023-11-13 (Monday) 2023-11-14 (Tuesday) 2023-11-15 (Wednesday) 2023-11-16 (Thursday) 2023-11-17 (Friday) 2023-11-18 (Saturday) 2023-11-19 (Sunday) 2023-11-20 (Monday) 2023-11-21 (Tuesday) 2023-11-22 (Wednesday) 2023-11-23 (Thursday) 2023-11-24 (Friday) 2023-11-25 (Saturday) 2023-11-26 (Sunday) 2023-11-27 (Monday) 2023-11-28 (Tuesday) 2023-11-29 (Wednesday) 2023-11-30 (Thursday) 2023-12-01 (Friday) 2023-12-02 (Saturday) 2023-12-03 (Sunday) 2023-12-04 (Monday) 2023-12-05 (Tuesday) 2023-12-06 (Wednesday) 2023-12-07 (Thursday) 2023-12-08 (Friday) 2023-12-09 (Saturday) 2023-12-10 (Sunday) 2023-12-11 (Monday) 2023-12-12 (Tuesday) 2023-12-13 (Wednesday) 2023-12-14 (Thursday) 2023-12-15 (Friday) 2023-12-16 (Saturday) 2023-12-17 (Sunday) 2023-12-18 (Monday) 2023-12-19 (Tuesday) 2023-12-20 (Wednesday) 2023-12-21 (Thursday) 2023-12-22 (Friday) 2023-12-23 (Saturday) 2023-12-24 (Sunday) 2023-12-25 (Monday) 2023-12-26 (Tuesday) 2023-12-27 (Wednesday) 2023-12-28 (Thursday) 2023-12-29 (Friday) 2023-12-30 (Saturday) 2023-12-31 (Sunday) 2024-01-01 (Monday) 2024-01-02 (Tuesday) 2024-01-03 (Wednesday) 2024-01-04 (Thursday) 2024-01-05 (Friday) 2024-01-06 (Saturday) 2024-01-07 (Sunday) 2024-01-08 (Monday) 2024-01-09 (Tuesday) 2024-01-10 (Wednesday) 2024-01-11 (Thursday) 2024-01-12 (Friday) 2024-01-13 (Saturday) 2024-01-14 (Sunday) 2024-01-15 (Monday) 2024-01-16 (Tuesday) 2024-01-17 (Wednesday) 2024-01-18 (Thursday) 2024-01-19 (Friday) 2024-01-20 (Saturday) 2024-01-21 (Sunday) 2024-01-22 (Monday) 2024-01-23 (Tuesday) 2024-01-24 (Wednesday) 2024-01-25 (Thursday) 2024-01-26 (Friday) 2024-01-27 (Saturday) 2024-01-28 (Sunday) 2024-01-29 (Monday) 2024-01-30 (Tuesday) 2024-01-31 (Wednesday) 2024-02-01 (Thursday) 2024-02-02 (Friday) 2024-02-03 (Saturday) 2024-02-04 (Sunday) 2024-02-05 (Monday) 2024-02-06 (Tuesday) 2024-02-07 (Wednesday) 2024-02-08 (Thursday) 2024-02-09 (Friday) 2024-02-10 (Saturday) 2024-02-11 (Sunday) 2024-02-12 (Monday) 2024-02-13 (Tuesday) 2024-02-14 (Wednesday) 2024-02-15 (Thursday) 2024-02-16 (Friday) 2024-02-17 (Saturday) 2024-02-18 (Sunday) 2024-02-19 (Monday) 2024-02-20 (Tuesday) 2024-02-21 (Wednesday) 2024-02-22 (Thursday) 2024-02-23 (Friday) 2024-02-24 (Saturday) 2024-02-25 (Sunday) 2024-02-26 (Monday) 2024-02-27 (Tuesday) 2024-02-28 (Wednesday) 2024-02-29 (Thursday) 2024-03-01 (Friday) 2024-03-02 (Saturday) 2024-03-03 (Sunday) 2024-03-04 (Monday) 2024-03-05 (Tuesday) 2024-03-06 (Wednesday) 2024-03-07 (Thursday) 2024-03-08 (Friday) 2024-03-09 (Saturday) 2024-03-10 (Sunday) 2024-03-11 (Monday) 2024-03-12 (Tuesday) 2024-03-13 (Wednesday) 2024-03-14 (Thursday) 2024-03-15 (Friday) 2024-03-16 (Saturday) 2024-03-17 (Sunday) 2024-03-18 (Monday) 2024-03-19 (Tuesday) 2024-03-20 (Wednesday) 2024-03-21 (Thursday) 2024-03-23 (Saturday) 2024-03-24 (Sunday) 2024-03-30 (Saturday) 2024-03-31 (Sunday) 2024-04-06 (Saturday) 2024-04-07 (Sunday) 2024-04-13 (Saturday) 2024-04-14 (Sunday) 2024-04-18 (Thursday) 2024-04-20 (Saturday) 2024-04-21 (Sunday) 2024-04-27 (Saturday) 2024-04-28 (Sunday) 2024-04-29 (Monday) 2024-04-30 (Tuesday) 2024-05-01 (Wednesday) 2024-05-04 (Saturday) 2024-05-05 (Sunday) 2024-05-11 (Saturday) 2024-05-12 (Sunday) 2024-05-18 (Saturday) 2024-05-19 (Sunday) 2024-05-25 (Saturday) 2024-05-26 (Sunday) 2024-06-01 (Saturday) 2024-06-02 (Sunday) 2024-06-08 (Saturday) 2024-06-09 (Sunday) 2024-06-15 (Saturday) 2024-06-16 (Sunday) 2024-06-22 (Saturday) 2024-06-23 (Sunday) 2024-06-29 (Saturday) 2024-06-30 (Sunday) 2024-07-06 (Saturday) 2024-07-07 (Sunday) 2024-07-13 (Saturday) 2024-07-14 (Sunday) 2024-07-20 (Saturday) 2024-07-21 (Sunday) 2024-07-27 (Saturday) 2024-07-28 (Sunday) 2024-08-03 (Saturday) 2024-08-04 (Sunday) 2024-08-10 (Saturday) 2024-08-11 (Sunday) 2024-08-17 (Saturday) 2024-08-18 (Sunday) 2024-08-24 (Saturday) 2024-08-25 (Sunday) 2024-08-31 (Saturday) 2024-09-01 (Sunday) 2024-09-02 (Monday) 2024-09-03 (Tuesday) 2024-09-07 (Saturday) 2024-09-08 (Sunday) 2024-09-14 (Saturday) 2024-09-15 (Sunday) 2024-09-21 (Saturday) 2024-09-22 (Sunday) 2024-09-28 (Saturday) 2024-09-29 (Sunday) 2024-10-05 (Saturday) 2024-10-06 (Sunday) 2024-10-12 (Saturday) 2024-10-13 (Sunday) 2024-10-19 (Saturday) 2024-10-20 (Sunday) 2024-10-26 (Saturday) 2024-10-27 (Sunday) 2024-11-02 (Saturday) 2024-11-03 (Sunday) 2024-11-09 (Saturday) 2024-11-10 (Sunday) 2024-11-16 (Saturday) 2024-11-17 (Sunday) 2024-11-23 (Saturday) 2024-11-24 (Sunday) 2024-11-30 (Saturday) 2024-12-01 (Sunday) 2024-12-07 (Saturday) 2024-12-08 (Sunday) 2024-12-14 (Saturday) 2024-12-15 (Sunday) 2024-12-21 (Saturday) 2024-12-22 (Sunday) 2024-12-28 (Saturday) 2024-12-29 (Sunday) 2025-01-01 (Wednesday) 2025-01-04 (Saturday) 2025-01-05 (Sunday) 2025-01-11 (Saturday) 2025-01-12 (Sunday) 2025-01-18 (Saturday) 2025-01-19 (Sunday) 2025-01-25 (Saturday) 2025-01-26 (Sunday) 2025-01-27 (Monday) 2025-01-28 (Tuesday) 2025-01-29 (Wednesday) 2025-01-30 (Thursday) 2025-01-31 (Friday) 2025-02-01 (Saturday) 2025-02-02 (Sunday) 2025-02-08 (Saturday) 2025-02-09 (Sunday) 2025-02-15 (Saturday) 2025-02-16 (Sunday) 2025-02-22 (Saturday) 2025-02-23 (Sunday) 2025-03-01 (Saturday) 2025-03-02 (Sunday) 2025-03-08 (Saturday) 2025-03-09 (Sunday) 2025-03-13 (Thursday) 2025-03-14 (Friday) 2025-03-15 (Saturday) 2025-03-16 (Sunday) 2025-03-17 (Monday) 2025-03-18 (Tuesday) 2025-03-19 (Wednesday) 2025-03-20 (Thursday) 2025-03-21 (Friday) 2025-03-22 (Saturday) 2025-03-23 (Sunday) 2025-03-24 (Monday) 2025-03-25 (Tuesday) 2025-03-26 (Wednesday) 2025-03-27 (Thursday) 2025-03-28 (Friday) 2025-03-29 (Saturday) 2025-03-30 (Sunday) 2025-03-31 (Monday) 2025-04-01 (Tuesday) 2025-04-02 (Wednesday) 2025-04-03 (Thursday) 2025-04-04 (Friday) 2025-04-05 (Saturday) 2025-04-06 (Sunday) 2025-04-07 (Monday) 2025-04-08 (Tuesday) 2025-04-09 (Wednesday) 2025-04-10 (Thursday) 2025-04-11 (Friday) 2025-04-12 (Saturday) 2025-04-13 (Sunday) 2025-04-14 (Monday) 2025-04-15 (Tuesday) Missing dates for prediction_FPT_bctc.csv: 2023-01-03 (Tuesday) 2023-01-04 (Wednesday) 2023-01-05 (Thursday) 2023-01-06 (Friday) 2023-01-09 (Monday) 2023-01-10 (Tuesday) 2023-01-11 (Wednesday) 2023-03-18 (Saturday) 2023-03-19 (Sunday) 2023-03-25 (Saturday) 2023-03-26 (Sunday) 2023-04-01 (Saturday) 2023-04-02 (Sunday) 2023-04-08 (Saturday) 2023-04-09 (Sunday) 2023-04-15 (Saturday) 2023-04-16 (Sunday) 2023-04-22 (Saturday) 2023-04-23 (Sunday) 2023-04-29 (Saturday) 2023-04-30 (Sunday) 2023-05-01 (Monday) 2023-05-02 (Tuesday) 2023-05-03 (Wednesday) 2023-05-06 (Saturday) 2023-05-07 (Sunday) 2023-05-13 (Saturday) 2023-05-14 (Sunday) 2023-05-20 (Saturday) 2023-05-21 (Sunday) 2023-05-27 (Saturday) 2023-05-28 (Sunday) 2023-06-03 (Saturday) 2023-06-04 (Sunday) 2023-06-10 (Saturday) 2023-06-11 (Sunday) 2023-06-17 (Saturday) 2023-06-18 (Sunday) 2023-06-24 (Saturday) 2023-06-25 (Sunday) 2023-07-01 (Saturday) 2023-07-02 (Sunday) 2023-07-08 (Saturday) 2023-07-09 (Sunday) 2023-07-15 (Saturday) 2023-07-16 (Sunday) 2023-07-22 (Saturday) 2023-07-23 (Sunday) 2023-07-29 (Saturday) 2023-07-30 (Sunday) 2023-08-05 (Saturday) 2023-08-06 (Sunday) 2023-08-12 (Saturday) 2023-08-13 (Sunday) 2023-08-19 (Saturday) 2023-08-20 (Sunday) 2023-08-26 (Saturday) 2023-08-27 (Sunday) 2023-09-01 (Friday) 2023-09-02 (Saturday) 2023-09-03 (Sunday) 2023-09-04 (Monday) 2023-09-09 (Saturday) 2023-09-10 (Sunday) 2023-09-16 (Saturday) 2023-09-17 (Sunday) 2023-09-23 (Saturday) 2023-09-24 (Sunday) 2023-09-30 (Saturday) 2023-10-01 (Sunday) 2023-10-07 (Saturday) 2023-10-08 (Sunday) 2023-10-14 (Saturday) 2023-10-15 (Sunday) 2023-10-21 (Saturday) 2023-10-22 (Sunday) 2023-10-28 (Saturday) 2023-10-29 (Sunday) 2023-11-04 (Saturday) 2023-11-05 (Sunday) 2023-11-11 (Saturday) 2023-11-12 (Sunday) 2023-11-18 (Saturday) 2023-11-19 (Sunday) 2023-11-25 (Saturday) 2023-11-26 (Sunday) 2023-12-02 (Saturday) 2023-12-03 (Sunday) 2023-12-09 (Saturday) 2023-12-10 (Sunday) 2023-12-16 (Saturday) 2023-12-17 (Sunday) 2023-12-23 (Saturday) 2023-12-24 (Sunday) 2023-12-30 (Saturday) 2023-12-31 (Sunday) 2024-01-01 (Monday) 2024-01-06 (Saturday) 2024-01-07 (Sunday) 2024-01-13 (Saturday) 2024-01-14 (Sunday) 2024-01-20 (Saturday) 2024-01-21 (Sunday) 2024-01-27 (Saturday) 2024-01-28 (Sunday) 2024-02-03 (Saturday) 2024-02-04 (Sunday) 2024-02-08 (Thursday) 2024-02-09 (Friday) 2024-02-10 (Saturday) 2024-02-11 (Sunday) 2024-02-12 (Monday) 2024-02-13 (Tuesday) 2024-02-14 (Wednesday) 2024-02-17 (Saturday) 2024-02-18 (Sunday) 2024-02-24 (Saturday) 2024-02-25 (Sunday) 2024-03-02 (Saturday) 2024-03-03 (Sunday) 2024-03-09 (Saturday) 2024-03-10 (Sunday) 2024-03-16 (Saturday) 2024-03-17 (Sunday) 2024-03-23 (Saturday) 2024-03-24 (Sunday) 2024-03-30 (Saturday) 2024-03-31 (Sunday) 2024-04-06 (Saturday) 2024-04-07 (Sunday) 2024-04-13 (Saturday) 2024-04-14 (Sunday) 2024-04-18 (Thursday) 2024-04-20 (Saturday) 2024-04-21 (Sunday) 2024-04-27 (Saturday) 2024-04-28 (Sunday) 2024-04-29 (Monday) 2024-04-30 (Tuesday) 2024-05-01 (Wednesday) 2024-05-04 (Saturday) 2024-05-05 (Sunday) 2024-05-11 (Saturday) 2024-05-12 (Sunday) 2024-05-18 (Saturday) 2024-05-19 (Sunday) 2024-05-25 (Saturday) 2024-05-26 (Sunday) 2024-06-01 (Saturday) 2024-06-02 (Sunday) 2024-06-08 (Saturday) 2024-06-09 (Sunday) 2024-06-15 (Saturday) 2024-06-16 (Sunday) 2024-06-22 (Saturday) 2024-06-23 (Sunday) 2024-06-29 (Saturday) 2024-06-30 (Sunday) 2024-07-06 (Saturday) 2024-07-07 (Sunday) 2024-07-13 (Saturday) 2024-07-14 (Sunday) 2024-07-20 (Saturday) 2024-07-21 (Sunday) 2024-07-27 (Saturday) 2024-07-28 (Sunday) 2024-08-03 (Saturday) 2024-08-04 (Sunday) 2024-08-10 (Saturday) 2024-08-11 (Sunday) 2024-08-17 (Saturday) 2024-08-18 (Sunday) 2024-08-24 (Saturday) 2024-08-25 (Sunday) 2024-08-31 (Saturday) 2024-09-01 (Sunday) 2024-09-02 (Monday) 2024-09-03 (Tuesday) 2024-09-07 (Saturday) 2024-09-08 (Sunday) 2024-09-14 (Saturday) 2024-09-15 (Sunday) 2024-09-21 (Saturday) 2024-09-22 (Sunday) 2024-09-28 (Saturday) 2024-09-29 (Sunday) 2024-10-05 (Saturday) 2024-10-06 (Sunday) 2024-10-12 (Saturday) 2024-10-13 (Sunday) 2024-10-19 (Saturday) 2024-10-20 (Sunday) 2024-10-26 (Saturday) 2024-10-27 (Sunday) 2024-11-02 (Saturday) 2024-11-03 (Sunday) 2024-11-09 (Saturday) 2024-11-10 (Sunday) 2024-11-16 (Saturday) 2024-11-17 (Sunday) 2024-11-23 (Saturday) 2024-11-24 (Sunday) 2024-11-30 (Saturday) 2024-12-01 (Sunday) 2024-12-07 (Saturday) 2024-12-08 (Sunday) 2024-12-14 (Saturday) 2024-12-15 (Sunday) 2024-12-21 (Saturday) 2024-12-22 (Sunday) 2024-12-28 (Saturday) 2024-12-29 (Sunday) 2025-01-01 (Wednesday) 2025-01-02 (Thursday) 2025-01-03 (Friday) 2025-01-04 (Saturday) 2025-01-05 (Sunday) 2025-01-06 (Monday) 2025-01-07 (Tuesday) 2025-01-08 (Wednesday) 2025-01-09 (Thursday) 2025-01-10 (Friday) 2025-01-11 (Saturday) 2025-01-12 (Sunday) 2025-01-13 (Monday) 2025-01-14 (Tuesday) 2025-01-15 (Wednesday) 2025-01-16 (Thursday) 2025-01-17 (Friday) 2025-01-18 (Saturday) 2025-01-19 (Sunday) 2025-01-20 (Monday) 2025-01-21 (Tuesday) 2025-01-22 (Wednesday) 2025-01-23 (Thursday) 2025-01-24 (Friday) 2025-01-25 (Saturday) 2025-01-26 (Sunday) 2025-01-27 (Monday) 2025-01-28 (Tuesday) 2025-01-29 (Wednesday) 2025-01-30 (Thursday) 2025-01-31 (Friday) 2025-02-01 (Saturday) 2025-02-02 (Sunday) 2025-02-03 (Monday) 2025-02-04 (Tuesday) 2025-02-05 (Wednesday) 2025-02-06 (Thursday) 2025-02-07 (Friday) 2025-02-08 (Saturday) 2025-02-09 (Sunday) 2025-02-10 (Monday) 2025-02-11 (Tuesday) 2025-02-12 (Wednesday) 2025-02-13 (Thursday) 2025-02-14 (Friday) 2025-02-15 (Saturday) 2025-02-16 (Sunday) 2025-02-17 (Monday) 2025-02-18 (Tuesday) 2025-02-19 (Wednesday) 2025-02-20 (Thursday) 2025-02-21 (Friday) 2025-02-22 (Saturday) 2025-02-23 (Sunday) 2025-02-24 (Monday) 2025-02-25 (Tuesday) 2025-02-26 (Wednesday) 2025-02-27 (Thursday) 2025-02-28 (Friday) 2025-03-01 (Saturday) 2025-03-02 (Sunday) 2025-03-03 (Monday) 2025-03-04 (Tuesday) 2025-03-05 (Wednesday) 2025-03-06 (Thursday) 2025-03-07 (Friday) 2025-03-08 (Saturday) 2025-03-09 (Sunday) 2025-03-10 (Monday) 2025-03-11 (Tuesday) 2025-03-12 (Wednesday) 2025-03-13 (Thursday) 2025-03-14 (Friday) 2025-03-15 (Saturday) 2025-03-16 (Sunday) 2025-03-17 (Monday) 2025-03-18 (Tuesday) 2025-03-19 (Wednesday) 2025-03-20 (Thursday) 2025-03-21 (Friday) 2025-03-22 (Saturday) 2025-03-23 (Sunday) 2025-03-24 (Monday) 2025-03-25 (Tuesday) 2025-03-26 (Wednesday) 2025-03-27 (Thursday) 2025-03-28 (Friday) 2025-03-29 (Saturday) 2025-03-30 (Sunday) 2025-03-31 (Monday) 2025-04-01 (Tuesday) 2025-04-02 (Wednesday) 2025-04-03 (Thursday) 2025-04-04 (Friday) 2025-04-05 (Saturday) 2025-04-06 (Sunday) 2025-04-07 (Monday) 2025-04-08 (Tuesday) 2025-04-09 (Wednesday) 2025-04-10 (Thursday) 2025-04-11 (Friday) 2025-04-12 (Saturday) 2025-04-13 (Sunday) 2025-04-14 (Monday) 2025-04-15 (Tuesday) Missing dates for prediction_FPT_market.csv: 2023-01-03 (Tuesday) 2023-01-04 (Wednesday) 2023-01-05 (Thursday) 2023-01-06 (Friday) 2023-01-09 (Monday) 2023-01-10 (Tuesday) 2023-01-11 (Wednesday) 2023-01-12 (Thursday) 2023-01-13 (Friday) 2023-01-16 (Monday) 2023-01-17 (Tuesday) 2023-01-18 (Wednesday) 2023-01-19 (Thursday) 2023-01-27 (Friday) 2023-01-30 (Monday) 2023-01-31 (Tuesday) 2023-02-01 (Wednesday) 2023-02-02 (Thursday) 2023-02-03 (Friday) 2023-02-06 (Monday) 2023-02-07 (Tuesday) 2023-02-08 (Wednesday) 2023-02-09 (Thursday) 2023-02-10 (Friday) 2023-02-13 (Monday) 2023-02-14 (Tuesday) 2023-02-15 (Wednesday) 2023-02-16 (Thursday) 2023-02-17 (Friday) 2023-02-20 (Monday) 2023-02-21 (Tuesday) 2023-02-22 (Wednesday) 2023-02-23 (Thursday) 2023-02-24 (Friday) 2023-02-27 (Monday) 2023-02-28 (Tuesday) 2023-03-01 (Wednesday) 2023-03-02 (Thursday) 2023-03-03 (Friday) 2023-03-06 (Monday) 2023-03-07 (Tuesday) 2023-03-08 (Wednesday) 2023-03-09 (Thursday) 2023-03-10 (Friday) 2023-03-13 (Monday) 2023-03-14 (Tuesday) 2023-03-15 (Wednesday) 2023-03-16 (Thursday) 2023-03-17 (Friday) 2023-03-18 (Saturday) 2023-03-19 (Sunday) 2023-03-20 (Monday) 2023-03-21 (Tuesday) 2023-03-22 (Wednesday) 2023-03-23 (Thursday) 2023-03-24 (Friday) 2023-03-25 (Saturday) 2023-03-26 (Sunday) 2023-03-27 (Monday) 2023-03-28 (Tuesday) 2023-03-29 (Wednesday) 2023-03-30 (Thursday) 2023-03-31 (Friday) 2023-04-01 (Saturday) 2023-04-02 (Sunday) 2023-04-03 (Monday) 2023-04-04 (Tuesday) 2023-04-05 (Wednesday) 2023-04-06 (Thursday) 2023-04-07 (Friday) 2023-04-08 (Saturday) 2023-04-09 (Sunday) 2023-04-10 (Monday) 2023-04-11 (Tuesday) 2023-04-12 (Wednesday) 2023-04-13 (Thursday) 2023-04-14 (Friday) 2023-04-15 (Saturday) 2023-04-16 (Sunday) 2023-04-17 (Monday) 2023-04-18 (Tuesday) 2023-04-19 (Wednesday) 2023-04-20 (Thursday) 2023-04-21 (Friday) 2023-04-22 (Saturday) 2023-04-23 (Sunday) 2023-04-24 (Monday) 2023-04-25 (Tuesday) 2023-04-26 (Wednesday) 2023-04-27 (Thursday) 2023-04-28 (Friday) 2023-04-29 (Saturday) 2023-04-30 (Sunday) 2023-05-01 (Monday) 2023-05-02 (Tuesday) 2023-05-03 (Wednesday) 2023-05-04 (Thursday) 2023-05-05 (Friday) 2023-05-06 (Saturday) 2023-05-07 (Sunday) 2023-05-08 (Monday) 2023-05-09 (Tuesday) 2023-05-10 (Wednesday) 2023-05-11 (Thursday) 2023-05-12 (Friday) 2023-05-13 (Saturday) 2023-05-14 (Sunday) 2023-05-15 (Monday) 2023-05-16 (Tuesday) 2023-05-17 (Wednesday) 2023-05-18 (Thursday) 2023-05-19 (Friday) 2023-05-20 (Saturday) 2023-05-21 (Sunday) 2023-05-22 (Monday) 2023-05-23 (Tuesday) 2023-05-24 (Wednesday) 2023-05-25 (Thursday) 2023-05-26 (Friday) 2023-05-27 (Saturday) 2023-05-28 (Sunday) 2023-05-29 (Monday) 2023-05-30 (Tuesday) 2023-05-31 (Wednesday) 2023-06-01 (Thursday) 2023-06-02 (Friday) 2023-06-03 (Saturday) 2023-06-04 (Sunday) 2023-06-05 (Monday) 2023-06-06 (Tuesday) 2023-06-07 (Wednesday) 2023-06-08 (Thursday) 2023-06-09 (Friday) 2023-06-10 (Saturday) 2023-06-11 (Sunday) 2023-06-12 (Monday) 2023-06-13 (Tuesday) 2023-06-14 (Wednesday) 2023-06-15 (Thursday) 2023-06-16 (Friday) 2023-06-17 (Saturday) 2023-06-18 (Sunday) 2023-06-19 (Monday) 2023-06-20 (Tuesday) 2023-06-21 (Wednesday) 2023-06-22 (Thursday) 2023-06-23 (Friday) 2023-06-24 (Saturday) 2023-06-25 (Sunday) 2023-06-26 (Monday) 2023-06-27 (Tuesday) 2023-06-28 (Wednesday) 2023-06-29 (Thursday) 2023-06-30 (Friday) 2023-07-01 (Saturday) 2023-07-02 (Sunday) 2023-07-03 (Monday) 2023-07-04 (Tuesday) 2023-07-05 (Wednesday) 2023-07-06 (Thursday) 2023-07-07 (Friday) 2023-07-08 (Saturday) 2023-07-09 (Sunday) 2023-07-10 (Monday) 2023-07-11 (Tuesday) 2023-07-12 (Wednesday) 2023-07-13 (Thursday) 2023-07-14 (Friday) 2023-07-15 (Saturday) 2023-07-16 (Sunday) 2023-07-17 (Monday) 2023-07-18 (Tuesday) 2023-07-19 (Wednesday) 2023-07-20 (Thursday) 2023-07-21 (Friday) 2023-07-22 (Saturday) 2023-07-23 (Sunday) 2023-07-24 (Monday) 2023-07-25 (Tuesday) 2023-07-26 (Wednesday) 2023-07-27 (Thursday) 2023-07-28 (Friday) 2023-07-29 (Saturday) 2023-07-30 (Sunday) 2023-07-31 (Monday) 2023-08-01 (Tuesday) 2023-08-02 (Wednesday) 2023-08-03 (Thursday) 2023-08-04 (Friday) 2023-08-05 (Saturday) 2023-08-06 (Sunday) 2023-08-07 (Monday) 2023-08-08 (Tuesday) 2023-08-09 (Wednesday) 2023-08-10 (Thursday) 2023-08-11 (Friday) 2023-08-12 (Saturday) 2023-08-13 (Sunday) 2023-08-14 (Monday) 2023-08-15 (Tuesday) 2023-08-16 (Wednesday) 2023-08-17 (Thursday) 2023-08-18 (Friday) 2023-08-19 (Saturday) 2023-08-20 (Sunday) 2023-08-21 (Monday) 2023-08-22 (Tuesday) 2023-08-23 (Wednesday) 2023-08-24 (Thursday) 2023-08-25 (Friday) 2023-08-26 (Saturday) 2023-08-27 (Sunday) 2023-08-28 (Monday) 2023-08-29 (Tuesday) 2023-08-30 (Wednesday) 2023-08-31 (Thursday) 2023-09-01 (Friday) 2023-09-02 (Saturday) 2023-09-03 (Sunday) 2023-09-04 (Monday) 2023-09-05 (Tuesday) 2023-09-06 (Wednesday) 2023-09-07 (Thursday) 2023-09-08 (Friday) 2023-09-09 (Saturday) 2023-09-10 (Sunday) 2023-09-11 (Monday) 2023-09-12 (Tuesday) 2023-09-13 (Wednesday) 2023-09-14 (Thursday) 2023-09-15 (Friday) 2023-09-16 (Saturday) 2023-09-17 (Sunday) 2023-09-18 (Monday) 2023-09-19 (Tuesday) 2023-09-20 (Wednesday) 2023-09-21 (Thursday) 2023-09-22 (Friday) 2023-09-23 (Saturday) 2023-09-24 (Sunday) 2023-09-25 (Monday) 2023-09-26 (Tuesday) 2023-09-27 (Wednesday) 2023-09-28 (Thursday) 2023-09-29 (Friday) 2023-09-30 (Saturday) 2023-10-01 (Sunday) 2023-10-02 (Monday) 2023-10-03 (Tuesday) 2023-10-04 (Wednesday) 2023-10-05 (Thursday) 2023-10-06 (Friday) 2023-10-07 (Saturday) 2023-10-08 (Sunday) 2023-10-09 (Monday) 2023-10-10 (Tuesday) 2023-10-11 (Wednesday) 2023-10-12 (Thursday) 2023-10-13 (Friday) 2023-10-14 (Saturday) 2023-10-15 (Sunday) 2023-10-16 (Monday) 2023-10-17 (Tuesday) 2023-10-18 (Wednesday) 2023-10-19 (Thursday) 2023-10-20 (Friday) 2023-10-21 (Saturday) 2023-10-22 (Sunday) 2023-10-23 (Monday) 2023-10-24 (Tuesday) 2023-10-25 (Wednesday) 2023-10-26 (Thursday) 2023-10-27 (Friday) 2023-10-28 (Saturday) 2023-10-29 (Sunday) 2023-10-30 (Monday) 2023-10-31 (Tuesday) 2023-11-01 (Wednesday) 2023-11-02 (Thursday) 2023-11-03 (Friday) 2023-11-04 (Saturday) 2023-11-05 (Sunday) 2023-11-06 (Monday) 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(Monday) 2024-09-03 (Tuesday) 2024-09-07 (Saturday) 2024-09-08 (Sunday) 2024-09-14 (Saturday) 2024-09-15 (Sunday) 2024-09-21 (Saturday) 2024-09-22 (Sunday) 2024-09-28 (Saturday) 2024-09-29 (Sunday) 2024-10-05 (Saturday) 2024-10-06 (Sunday) 2024-10-12 (Saturday) 2024-10-13 (Sunday) 2024-10-19 (Saturday) 2024-10-20 (Sunday) 2024-10-26 (Saturday) 2024-10-27 (Sunday) 2024-11-02 (Saturday) 2024-11-03 (Sunday) 2024-11-09 (Saturday) 2024-11-10 (Sunday) 2024-11-16 (Saturday) 2024-11-17 (Sunday) 2024-11-23 (Saturday) 2024-11-24 (Sunday) 2024-11-30 (Saturday) 2024-12-01 (Sunday) 2024-12-07 (Saturday) 2024-12-08 (Sunday) 2024-12-14 (Saturday) 2024-12-15 (Sunday) 2024-12-21 (Saturday) 2024-12-22 (Sunday) 2024-12-28 (Saturday) 2024-12-29 (Sunday) 2025-01-01 (Wednesday) 2025-01-04 (Saturday) 2025-01-05 (Sunday) 2025-01-11 (Saturday) 2025-01-12 (Sunday) 2025-01-18 (Saturday) 2025-01-19 (Sunday) 2025-01-25 (Saturday) 2025-01-26 (Sunday) 2025-01-27 (Monday) 2025-01-28 (Tuesday) 2025-01-29 (Wednesday) 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(Tuesday)
In [17]:
from keras.models import load_model
import pandas as pd
def open_model(path):
if path.endswith('.pkl'):
return joblib.load(path)
return load_model(path)
def open_json(path):
with open(path, "r") as f:
metrics = json.load(f)
return metrics
previous_model_result = {}
previous_model_result['BCTC'] = {
'CMG': {
'model': open_model('model result\\BCTC\\CMG\\model\\BCTC_CMG_model.pkl'),
'X_scaler': joblib.load('model result\\BCTC\\CMG\\X_scaler\\BCTC_CMG_X_scaler.pkl'),
'y_scaler': joblib.load('model result\\BCTC\\CMG\\y_scaler\\BCTC_CMG_y_scaler.pkl'),
'metrics': open_json('model result\\BCTC\\CMG\\metrics\\BCTC_CMG_metrics.json'),
'feature importance': pd.read_csv('model result\\BCTC\\CMG\\feature importance\\BCTC_CMG_feature importance.csv')
},
'FPT': {
'model': open_model('model result\\BCTC\\FPT\\model\\BCTC_FPT_model.pkl'),
'X_scaler': joblib.load('model result\\BCTC\\FPT\\X_scaler\\BCTC_FPT_X_scaler.pkl'),
'y_scaler': joblib.load('model result\\BCTC\\FPT\\y_scaler\\BCTC_FPT_y_scaler.pkl'),
'metrics': open_json('model result\\BCTC\\FPT\\metrics\\BCTC_FPT_metrics.json'),
'feature importance': pd.read_csv('model result\\BCTC\\FPT\\feature importance\\BCTC_FPT_feature importance.csv')
}
}
previous_model_result['Market'] = {
'CMG': {
'model': open_model('model result\\Market\\CMG\\model\\Market_CMG_model.pkl'),
'X_scaler': joblib.load('model result\\Market\\CMG\\X_scaler\\Market_CMG_X_scaler.pkl'),
'y_scaler': joblib.load('model result\\Market\\CMG\\y_scaler\\Market_CMG_y_scaler.pkl'),
'metrics': open_json('model result\\Market\\CMG\\metrics\\Market_CMG_metrics.json'),
'feature importance': pd.read_csv('model result\\Market\\CMG\\feature importance\\Market_CMG_feature importance.csv')
},
'FPT': {
'model': open_model('model result\\Market\\FPT\\model\\Market_FPT_model.pkl'),
'X_scaler': joblib.load('model result\\Market\\FPT\\X_scaler\\Market_FPT_X_scaler.pkl'),
'y_scaler': joblib.load('model result\\Market\\FPT\\y_scaler\\Market_FPT_y_scaler.pkl'),
'metrics': open_json('model result\\Market\\FPT\\metrics\\Market_FPT_metrics.json'),
'feature importance': pd.read_csv('model result\\Market\\FPT\\feature importance\\Market_FPT_feature importance.csv')
}
}
for k1, v1 in previous_model_result.items():
print(k1)
for k2, v2 in v1.items():
print(k2)
for k3, v3 in v2.items():
print(k3)
print(v3)
BCTC
CMG
model
LGBMRegressor(n_estimators=64, num_leaves=81, random_state=42)
X_scaler
MaxAbsScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 7409853.125874948, 'mae': 1829.7021065468603, 'rmse': 2722.1045398505453, 'r2_score': 0.7200314612157052}
feature importance
feature importance
0 price_Close_ma_3_days 182
1 CMG_financial_data_processed_P/E cơ bản (daily) 137
2 CMG_financial_data_processed_P/E cơ bản (daily... 61
3 Prob_up 54
4 CMG_financial_data_processed_ROS (daily) 45
5 financialreport_metrics_Nhóm ngành_Công nghệ t... 30
6 financialreport_metrics_Nhóm ngành_Công nghệ t... 24
7 financialreport_metrics_Nhóm ngành_Công nghệ t... 20
8 price_Close_ma_7_days 19
9 financialreport_metrics_Nhóm ngành_Công nghệ t... 18
10 CMG_financial_data_processed_P/E cơ bản (daily... 17
11 financialreport_metrics_Nhóm ngành_Công nghệ t... 16
12 financialreport_metrics_Nhóm ngành_Công nghệ t... 15
13 CMG_financial_data_processed_ROAA (daily)_lag_1 15
14 financialreport_metrics_Nhóm ngành_Công nghệ t... 15
15 financialreport_metrics_Nhóm ngành_Công nghệ t... 14
16 financialreport_metrics_Nhóm ngành_Công nghệ t... 13
17 financialreport_metrics_Nhóm ngành_Công nghệ t... 13
18 financialreport_metrics_Nhóm ngành_Công nghệ t... 12
19 financialreport_metrics_Nhóm ngành_Công nghệ t... 12
20 financialreport_metrics_Nhóm ngành_Công nghệ t... 10
21 financialreport_metrics_Nhóm ngành_Công nghệ t... 10
22 financialreport_metrics_Nhóm ngành_Công nghệ t... 8
23 financialreport_metrics_Nhóm ngành_Công nghệ t... 8
24 financialreport_metrics_Nhóm ngành_Công nghệ t... 8
25 financialreport_metrics_Nhóm ngành_Công nghệ t... 6
26 financialreport_metrics_Nhóm ngành_Công nghệ t... 5
27 CMG_financial_data_processed_P/E cơ bản (daily... 5
28 financialreport_metrics_Nhóm ngành_Công nghệ t... 5
29 financialreport_metrics_Nhóm ngành_Công nghệ t... 5
30 CMG_financial_data_processed_ROEA (daily) 4
31 CMG_financial_data_processed_ROAA (daily) 4
32 financialreport_metrics_Nhóm ngành_Công nghệ t... 3
33 financialreport_metrics_Nhóm ngành_Công nghệ t... 3
FPT
model
XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
feature_weights=None, gamma=None, grow_policy=None,
importance_type=None, interaction_constraints=None,
learning_rate=None, max_bin=None, max_cat_threshold=None,
max_cat_to_onehot=None, max_delta_step=None, max_depth=9,
max_leaves=None, min_child_weight=None, missing=nan,
monotone_constraints=None, multi_strategy=None, n_estimators=64,
n_jobs=None, num_parallel_tree=None, ...)
X_scaler
MaxAbsScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 299436460.4454152, 'mae': 15747.795238597973, 'rmse': 17304.232443116776, 'r2_score': -4.271906605476657}
feature importance
feature importance
0 price_Close_ma_3_days 0.99
1 financialreport_metrics_Nhóm ngành_Công nghệ t... 0.01
2 financialreport_metrics_Nhóm ngành_Công nghệ t... 0.00
3 Prob_up 0.00
Market
CMG
model
LGBMRegressor(n_estimators=67, num_leaves=23, random_state=42)
X_scaler
MinMaxScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 935178.8163044926, 'mae': 683.321837781807, 'rmse': 967.0464395800714, 'r2_score': 0.8690111688255968}
feature importance
feature importance
0 CMG_foreign_detail_transactions_processed_pric... 60
1 Change % 28
2 CMG_foreign_detail_transactions_processed_pric... 22
3 CMG_foreign_detail_transactions_processed_pric... 10
4 VN_Index_Volume_ma_7_days 10
5 CMG_foreign_detail_transactions_processed_pric... 8
6 CMG_foreign_detail_transactions_processed_Matc... 6
7 CMG_foreign_detail_transactions_processed_Fore... 6
8 CMG_foreign_detail_transactions_processed_Matc... 6
9 VN_Index_Volume_lag_4 6
10 CMG_foreign_detail_transactions_processed_Tota... 6
11 CMG_foreign_detail_transactions_processed_pric... 5
12 CMG_foreign_detail_transactions_processed_Matc... 5
13 CMG_foreign_detail_transactions_processed_Tota... 5
14 CMG_foreign_detail_transactions_processed_Rema... 5
15 CMG_foreign_detail_transactions_processed_fore... 5
16 CMG_foreign_detail_transactions_processed_Rema... 4
17 CMG_foreign_detail_transactions_processed_Matc... 4
18 CMG_foreign_detail_transactions_processed_tota... 4
19 Volume 4
20 CMG_foreign_detail_transactions_processed_N_st... 4
21 CMG_foreign_detail_transactions_processed_Matc... 4
22 CMG_foreign_detail_transactions_processed_Fore... 4
23 VN_Index_Volume 4
24 CMG_foreign_detail_transactions_processed_pric... 4
25 CMG_foreign_detail_transactions_processed_Matc... 3
26 CMG_foreign_detail_transactions_processed_Matc... 3
27 CMG_foreign_detail_transactions_processed_fore... 3
28 CMG_foreign_detail_transactions_processed_Tota... 3
29 CMG_foreign_detail_transactions_processed_Rema... 3
30 VN_Index_Close_vnindex_lag_6 3
31 CMG_foreign_detail_transactions_processed_pric... 3
32 CMG_foreign_detail_transactions_processed_Fore... 3
33 VN_Index_Intraday percentage volatility 3
34 CMG_foreign_detail_transactions_processed_Rema... 3
35 CMG_foreign_detail_transactions_processed_pric... 3
36 CMG_foreign_detail_transactions_processed_Matc... 3
37 CMG_foreign_detail_transactions_processed_pric... 3
38 CMG_foreign_detail_transactions_processed_pric... 3
39 CMG_foreign_detail_transactions_processed_Matc... 3
40 CMG_foreign_detail_transactions_processed_Matc... 3
41 CMG_foreign_detail_transactions_processed_Rema... 3
42 Prob_up 3
43 CMG_foreign_detail_transactions_processed_Matc... 2
44 CMG_foreign_detail_transactions_processed_fore... 2
45 CMG_foreign_detail_transactions_processed_Rema... 2
46 CMG_foreign_detail_transactions_processed_Fore... 2
47 VN_Index_Close_vnindex 2
48 VN_Index_Actual price change_ma_7_days 2
49 CMG_foreign_detail_transactions_processed_Net ... 2
50 VN_Index_Change %_ma_3_days 2
51 CMG_foreign_detail_transactions_processed_Rema... 2
52 CMG_foreign_detail_transactions_processed_Matc... 2
53 CMG_foreign_detail_transactions_processed_Fore... 2
54 CMG_foreign_detail_transactions_processed_Tota... 2
55 CMG_foreign_detail_transactions_processed_Net ... 2
56 CMG_foreign_detail_transactions_processed_Tota... 2
57 CMG_foreign_detail_transactions_processed_Matc... 2
58 CMG_foreign_detail_transactions_processed_Matc... 2
59 CMG_foreign_detail_transactions_processed_Matc... 2
60 CMG_foreign_detail_transactions_processed_Matc... 2
61 CMG_foreign_detail_transactions_processed_cons... 2
62 CMG_foreign_detail_transactions_processed_pric... 2
63 CMG_foreign_detail_transactions_processed_Rema... 2
64 CMG_foreign_detail_transactions_processed_Matc... 2
65 CMG_foreign_detail_transactions_processed_Matc... 2
66 CMG_foreign_detail_transactions_processed_Fore... 2
67 VN_Index_High_lag_4 2
68 VN_Index_Actual price change_lag_3 2
69 CMG_foreign_detail_transactions_processed_N_st... 2
70 CMG_foreign_detail_transactions_processed_Rema... 2
71 VN_Index_High_lag_7 1
72 VN_Index_High_lag_5 1
73 VN_Index_Close_vnindex_ma_7_days 1
74 CMG_foreign_detail_transactions_processed_Fore... 1
75 CMG_foreign_detail_transactions_processed_Net ... 1
76 VN_Index_Average Price (daily)_lag_6 1
77 CMG_foreign_detail_transactions_processed_pric... 1
78 CMG_foreign_detail_transactions_processed_tota... 1
79 CMG_foreign_detail_transactions_processed_Rema... 1
80 VN_Index_Intraday percentage volatility_lag_2 1
81 VN_Index_Intraday price (range)_ma_7_days 1
82 VN_Index_Average Price (daily) 1
83 VN_Index_Low_lag_1 1
84 VN_Index_Change % 1
85 VN_Index_Intraday price (range)_lag_1 1
86 VN_Index_Close_vnindex_lag_3 1
87 CMG_foreign_detail_transactions_processed_Net ... 1
88 CMG_foreign_detail_transactions_processed_tota... 1
89 VN_Index_Change %_lag_5 1
90 CMG_foreign_detail_transactions_processed_Matc... 1
91 CMG_foreign_detail_transactions_processed_Matc... 1
92 CMG_foreign_detail_transactions_processed_tota... 1
93 VN_Index_Intraday price (range)_ma_3_days 1
94 VN_Index_Close_vnindex_lag_7 1
95 CMG_foreign_detail_transactions_processed_Rema... 1
96 CMG_foreign_detail_transactions_processed_Matc... 1
97 CMG_foreign_detail_transactions_processed_Tota... 1
98 CMG_foreign_detail_transactions_processed_Matc... 1
99 CMG_foreign_detail_transactions_processed_pric... 1
100 CMG_foreign_detail_transactions_processed_Tota... 1
101 CMG_foreign_detail_transactions_processed_pric... 1
102 CMG_foreign_detail_transactions_processed_Tota... 1
103 CMG_foreign_detail_transactions_processed_Net ... 1
104 CMG_foreign_detail_transactions_processed_Matc... 1
105 CMG_foreign_detail_transactions_processed_Tota... 1
106 CMG_foreign_detail_transactions_processed_N_st... 1
107 CMG_foreign_detail_transactions_processed_Matc... 1
108 CMG_foreign_detail_transactions_processed_Matc... 1
109 CMG_foreign_detail_transactions_processed_cons... 1
110 CMG_foreign_detail_transactions_processed_pric... 1
111 CMG_foreign_detail_transactions_processed_pric... 1
112 CMG_foreign_detail_transactions_processed_Matc... 1
113 CMG_foreign_detail_transactions_processed_Net ... 1
114 CMG_foreign_detail_transactions_processed_Rema... 1
115 CMG_foreign_detail_transactions_processed_Matc... 1
116 VN_Index_Volume_lag_7 1
117 CMG_foreign_detail_transactions_processed_Net ... 1
118 VN_Index_Intraday price (range)_lag_6 1
119 CMG_foreign_detail_transactions_processed_Matc... 1
120 VN_Index_Actual price change_ma_3_days 1
121 CMG_foreign_detail_transactions_processed_Tota... 1
122 CMG_foreign_detail_transactions_processed_Tota... 1
123 CMG_foreign_detail_transactions_processed_Matc... 1
124 CMG_foreign_detail_transactions_processed_fore... 1
FPT
model
XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
feature_weights=None, gamma=None, grow_policy=None,
importance_type=None, interaction_constraints=None,
learning_rate=None, max_bin=None, max_cat_threshold=None,
max_cat_to_onehot=None, max_delta_step=None, max_depth=3,
max_leaves=None, min_child_weight=None, missing=nan,
monotone_constraints=None, multi_strategy=None, n_estimators=107,
n_jobs=None, num_parallel_tree=None, ...)
X_scaler
MinMaxScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 115311214.02124357, 'mae': 9676.616866438357, 'rmse': 10738.305919522109, 'r2_score': -3.851978851528693}
feature importance
feature importance
0 FPT_foreign_detail_transactions_processed_pric... 0.62
1 FPT_foreign_detail_transactions_processed_pric... 0.35
2 FPT_foreign_detail_transactions_processed_pric... 0.03
3 FPT_foreign_detail_transactions_processed_pric... 0.00
4 VN_Index_Low 0.00
5 FPT_foreign_detail_transactions_processed_Net ... 0.00
6 FPT_foreign_detail_transactions_processed_pric... 0.00
7 FPT_foreign_detail_transactions_processed_Matc... 0.00
8 FPT_foreign_detail_transactions_processed_pric... 0.00
9 Prob_up 0.00
10 FPT_foreign_detail_transactions_processed_pric... 0.00
11 FPT_foreign_detail_transactions_processed_pric... 0.00
12 FPT_foreign_detail_transactions_processed_Rema... 0.00
In [18]:
print("Xét cổ phiếu CMG:")
print(previous_model_result['BCTC']['CMG']['metrics'])
print(previous_model_result['Market']['CMG']['metrics'])
Xét cổ phiếu CMG:
{'mse': 7409853.125874948, 'mae': 1829.7021065468603, 'rmse': 2722.1045398505453, 'r2_score': 0.7200314612157052}
{'mse': 935178.8163044926, 'mae': 683.321837781807, 'rmse': 967.0464395800714, 'r2_score': 0.8690111688255968}
In [19]:
print("Xét cổ phiếu FPT:")
print(previous_model_result['BCTC']['FPT']['metrics']['mae'])
print(previous_model_result['Market']['FPT']['metrics'])
Xét cổ phiếu FPT:
15747.795238597973
{'mse': 115311214.02124357, 'mae': 9676.616866438357, 'rmse': 10738.305919522109, 'r2_score': -3.851978851528693}
In [20]:
for key, value in data.items():
print(key)
CMG_news_features.csv Dữ liệu Lịch sử CMG.csv Dữ liệu Lịch sử FPT.csv FPT_news_features.csv prediction_CMG_bctc.csv prediction_CMG_market.csv prediction_FPT_bctc.csv prediction_FPT_market.csv
Có thể thấy, mô hình dự đoán từ dữ liệu thị trường sẽ cho kết quả chính xác hơn so với dữ liệu từ báo cáo tài chính. Vậy nên khi dùng giá trị dự đoán từ trước, sẽ ưu tiên sử dụng dữ liệu từ thị trường.
In [21]:
def merging_df(data_dict, ticker):
df_dict = data_dict.copy()
for key, value in df_dict.items():
df = value.copy()
if key == f'Dữ liệu Lịch sử {ticker}.csv':
df = df.drop(columns=['Open', 'High', 'Low'])
price_history = df
elif key == f'{ticker}_news_features.csv':
news = df
elif key == f'prediction_{ticker}_market.csv':
market = df
market = market.rename(columns = {f'prediction_{ticker}_market':'predict_value'})
elif key == f'prediction_{ticker}_bctc.csv':
bctc = df
bctc = bctc.rename(columns = {f'prediction_{ticker}_bctc':'predict_value'})
else:
pass
result = pd.merge(price_history, news, left_index=True, right_index=True, how='left')
result = pd.merge(result, market, left_index=True, right_index=True, how='left')
result['predict_value'] = result['predict_value'].combine_first(bctc['predict_value'])
return result
In [22]:
merge_cmg = merging_df(data,'CMG')
merge_fpt = merging_df(data,'FPT')
In [23]:
basic_stats(merge_cmg,"CMG")
CMG
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2023-01-03 | 29,463.00 | 104,920.00 | 0.04 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-04 | 29,179.00 | 57,010.00 | -0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-05 | 29,250.00 | 87,970.00 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-06 | 29,073.00 | 55,890.00 | -0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-09 | 28,398.00 | 109,960.00 | -0.02 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2025-03-06 | 44,600.00 | 1,050,000.00 | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 43,374.96 |
| 2025-03-07 | 44,350.00 | 596,200.00 | -0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 43,337.43 |
| 2025-03-10 | 43,950.00 | 910,000.00 | -0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 43,264.80 |
| 2025-03-11 | 43,100.00 | 1,600,000.00 | -0.02 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 43,041.64 |
| 2025-03-12 | 42,250.00 | 1,810,000.00 | -0.02 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 42,000.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 544 entries, 2023-01-03 to 2025-03-12 Data columns (total 14 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 544 non-null float64 1 Volume 544 non-null float64 2 Change % 544 non-null float64 3 news_count 488 non-null float64 4 news_total_pos_kw 488 non-null float64 5 news_total_neg_kw 488 non-null float64 6 news_llm_sentiment 488 non-null float64 7 div_event_count 488 non-null float64 8 div_total_vnd 488 non-null float64 9 div_total_bonus_ratio 488 non-null float64 10 it_event_count 488 non-null float64 11 it_total_executed_vol 488 non-null float64 12 meeting_event_count 488 non-null float64 13 predict_value 537 non-null float64 dtypes: float64(14) memory usage: 63.8 KB None Số giá trị bị rỗng: Close 0 Volume 0 Change % 0 news_count 56 news_total_pos_kw 56 news_total_neg_kw 56 news_llm_sentiment 56 div_event_count 56 div_total_vnd 56 div_total_bonus_ratio 56 it_event_count 56 it_total_executed_vol 56 meeting_event_count 56 predict_value 7 dtype: int64 Thống kê các giá trị:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 544.00 | 544.00 | 544.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 537.00 |
| mean | 39,857.71 | 749,428.35 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.76 | 228.69 | 13.87 | 1.15 | -81,361.55 | 1.00 | 41,099.83 |
| std | 8,957.08 | 1,040,879.89 | 0.02 | 0.00 | 0.00 | 0.00 | 0.06 | 0.97 | 291.70 | 6.09 | 0.41 | 572,197.15 | 0.00 | 7,108.76 |
| min | 27,901.00 | 8,690.00 | -0.07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -1,502,100.00 | 1.00 | 31,664.80 |
| 25% | 33,226.00 | 76,410.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 | 36,294.97 |
| 50% | 36,216.00 | 277,190.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -60,400.00 | 1.00 | 39,108.71 |
| 75% | 46,757.00 | 1,032,500.00 | 0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 10,000.00 | 1.00 | 45,311.59 |
| max | 63,604.00 | 8,300,000.00 | 0.07 | 1.00 | 0.00 | 0.00 | 1.00 | 3.00 | 600.00 | 21.62 | 6.00 | 3,470,870.00 | 1.00 | 60,690.67 |
Close 324 Volume 498 Change % 325 news_count 1 news_total_pos_kw 1 news_total_neg_kw 1 news_llm_sentiment 2 div_event_count 2 div_total_vnd 2 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 24 meeting_event_count 1 predict_value 408 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [29463.0, 29179.0, 29250.0, 29073.0, 28398.0, 29392.0, 29002.0, 28753.0, 28576.0, 28611.0, 29108.0, 29534.0, 30883.0, 30528.0, 30599.0, 30102.0, 30173.0, 29321.0, 29783.0, 29747.0]..., số giá trị độc nhất: 324 Volume: [104920.0, 57010.0, 87970.0, 55890.0, 109960.0, 93430.0, 143860.0, 30540.0, 109120.0, 10370.0, 20730.0, 76200.0, 86010.0, 269660.0, 48050.0, 75920.0, 65560.0, 59810.0, 56310.0, 16530.0]..., số giá trị độc nhất: 498 Change %: [0.0375, -0.0096, 0.0024, -0.0060999999999999995, -0.0232, 0.035, -0.013300000000000001, -0.0086, -0.0062, 0.0012, 0.005, 0.0123, 0.0146, 0.045700000000000005, -0.0115, 0.0023, -0.0348, 0.0192, 0.014199999999999999, -0.0116]..., số giá trị độc nhất: 325 news_count: [nan, 1.0]..., số giá trị độc nhất: 2 news_total_pos_kw: [nan, 0.0]..., số giá trị độc nhất: 2 news_total_neg_kw: [nan, 0.0]..., số giá trị độc nhất: 2 news_llm_sentiment: [nan, 0.0, 1.0]..., số giá trị độc nhất: 3 div_event_count: [nan, 3.0, 1.0]..., số giá trị độc nhất: 3 div_total_vnd: [nan, 600.0, 0.0]..., số giá trị độc nhất: 3 div_total_bonus_ratio: [nan, 21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 3 it_event_count: [nan, 1.0, 2.0, 6.0]..., số giá trị độc nhất: 4 it_total_executed_vol: [nan, 78000.0, -133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0]..., số giá trị độc nhất: 25 meeting_event_count: [nan, 1.0]..., số giá trị độc nhất: 2 predict_value: [nan, 31691.02210223359, 31687.283002712877, 31664.79769262038, 32059.76739071032, 32165.42842749107, 33082.786489533966, 33203.3664529299, 32884.48509838263, 33062.784286322014, 32889.051499696, 32729.49474456649, 32631.153359199623, 32452.85417126024, 32291.08273894128, 32293.361698122164, 32471.660886061534, 32522.20220555752, 31763.55917817004, 32015.621005889912]..., số giá trị độc nhất: 409 Các bản ghi bị trùng:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date |
In [24]:
basic_stats(merge_fpt,'FPT')
FPT
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2023-01-03 | 58,435.00 | 2,030,000.00 | 0.04 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-04 | 58,435.00 | 1,050,000.00 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-05 | 58,874.00 | 1,340,000.00 | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-06 | 58,654.00 | 951,410.00 | -0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2023-01-09 | 58,654.00 | 686,250.00 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2025-03-06 | 141,600.00 | 6,420,000.00 | 0.02 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-07 | 141,400.00 | 2,950,000.00 | -0.00 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-10 | 139,300.00 | 5,320,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-11 | 137,500.00 | 5,780,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-12 | 135,900.00 | 6,190,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 544 entries, 2023-01-03 to 2025-03-12 Data columns (total 14 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 544 non-null float64 1 Volume 544 non-null float64 2 Change % 544 non-null float64 3 news_count 465 non-null float64 4 news_total_pos_kw 465 non-null float64 5 news_total_neg_kw 465 non-null float64 6 news_llm_sentiment 465 non-null float64 7 div_event_count 465 non-null float64 8 div_total_vnd 465 non-null float64 9 div_total_bonus_ratio 465 non-null float64 10 it_event_count 465 non-null float64 11 it_total_executed_vol 465 non-null float64 12 meeting_event_count 465 non-null float64 13 predict_value 537 non-null float64 dtypes: float64(14) memory usage: 63.8 KB None Số giá trị bị rỗng: Close 0 Volume 0 Change % 0 news_count 79 news_total_pos_kw 79 news_total_neg_kw 79 news_llm_sentiment 79 div_event_count 79 div_total_vnd 79 div_total_bonus_ratio 79 it_event_count 79 it_total_executed_vol 79 meeting_event_count 79 predict_value 7 dtype: int64 Thống kê các giá trị:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 544.00 | 544.00 | 544.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 537.00 |
| mean | 97,945.51 | 3,088,292.68 | 0.00 | 1.19 | 1.03 | 0.01 | 0.18 | 1.52 | 1,000.00 | 3.47 | 1.11 | -916,240.34 | 1.00 | 100,768.52 |
| std | 31,962.95 | 2,326,429.93 | 0.01 | 0.47 | 0.94 | 0.11 | 0.45 | 0.50 | 0.00 | 3.33 | 0.64 | 1,428,345.46 | 0.00 | 28,903.42 |
| min | 56,609.00 | 292,270.00 | -0.05 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 | 56,867.73 |
| 25% | 68,728.00 | 1,390,000.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 73,578.57 |
| 50% | 86,656.50 | 2,510,000.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 | 96,618.73 |
| 75% | 131,880.00 | 3,980,000.00 | 0.01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 | 133,132.16 |
| max | 154,300.00 | 15,380,000.00 | 0.07 | 3.00 | 3.00 | 1.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 | 137,643.98 |
Close 368 Volume 386 Change % 293 news_count 3 news_total_pos_kw 4 news_total_neg_kw 2 news_llm_sentiment 3 div_event_count 2 div_total_vnd 1 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 10 meeting_event_count 1 predict_value 384 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [58435.0, 58874.0, 58654.0, 58728.0, 59093.0, 58947.0, 59020.0, 59896.0, 60919.0, 61284.0, 61357.0, 61138.0, 60992.0, 59823.0, 58508.0, 58801.0, 59312.0, 59604.0, 60481.0, 59750.0]..., số giá trị độc nhất: 368 Volume: [2029999.9999999998, 1050000.0, 1340000.0, 951410.0, 686250.0, 995450.0, 1420000.0, 717460.0, 830930.0, 759780.0, 1290000.0, 1260000.0, 1760000.0, 1510000.0, 1180000.0, 2020000.0, 1390000.0, 1750000.0, 2290000.0, 1250000.0]..., số giá trị độc nhất: 386 Change %: [0.0403, 0.0, 0.0075, -0.0037, 0.0013, 0.0062, -0.0025, -0.0087, 0.01, 0.0148, 0.0171, 0.006, 0.0012, -0.0036, -0.0024, -0.018000000000000002, -0.0012, -0.022000000000000002, 0.005, 0.0025]..., số giá trị độc nhất: 293 news_count: [nan, 1.0, 2.0, 3.0]..., số giá trị độc nhất: 4 news_total_pos_kw: [nan, 2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 5 news_total_neg_kw: [nan, 0.0, 1.0]..., số giá trị độc nhất: 3 news_llm_sentiment: [nan, 0.0, 1.0, -1.0]..., số giá trị độc nhất: 4 div_event_count: [nan, 2.0, 1.0]..., số giá trị độc nhất: 3 div_total_vnd: [nan, 1000.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio: [nan, 6.666666666666667, 0.0]..., số giá trị độc nhất: 3 it_event_count: [nan, 9.0, 1.0, 4.0]..., số giá trị độc nhất: 4 it_total_executed_vol: [nan, 1954643.0, -4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 11 meeting_event_count: [nan, 1.0]..., số giá trị độc nhất: 2 predict_value: [nan, 58933.418, 58433.203, 58928.645, 59673.836, 60750.73, 60916.79, 60930.81, 60787.57, 60729.094, 59624.78, 59579.145, 58379.848, 58826.22, 58953.387, 59133.402, 58925.348, 58938.566, 59678.984, 59660.797]..., số giá trị độc nhất: 385 Các bản ghi bị trùng:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date |
In [25]:
merge_cmg = merge_cmg.dropna()
merge_fpt = merge_fpt.dropna()
basic_stats(merge_cmg,"CMG")
basic_stats(merge_fpt,"FPT")
CMG
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2023-03-14 | 27,972.00 | 86,850.00 | -0.03 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 78,000.00 | 1.00 | 31,664.80 |
| 2023-03-15 | 29,321.00 | 123,690.00 | 0.05 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -133,200.00 | 1.00 | 32,037.28 |
| 2023-03-16 | 29,108.00 | 35,860.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 | 32,059.77 |
| 2023-03-17 | 29,179.00 | 34,040.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 | 32,150.81 |
| 2023-03-20 | 28,611.00 | 40,200.00 | -0.02 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 | 31,691.02 |
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2025-02-19 | 45,250.00 | 1,060,000.00 | 0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,499.99 |
| 2025-02-20 | 44,900.00 | 676,700.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,447.06 |
| 2025-02-21 | 44,700.00 | 880,000.00 | -0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,296.97 |
| 2025-02-24 | 44,150.00 | 1,670,000.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,264.80 |
| 2025-02-25 | 44,200.00 | 939,900.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,190.95 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 488 entries, 2023-03-14 to 2025-02-25 Data columns (total 14 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 488 non-null float64 1 Volume 488 non-null float64 2 Change % 488 non-null float64 3 news_count 488 non-null float64 4 news_total_pos_kw 488 non-null float64 5 news_total_neg_kw 488 non-null float64 6 news_llm_sentiment 488 non-null float64 7 div_event_count 488 non-null float64 8 div_total_vnd 488 non-null float64 9 div_total_bonus_ratio 488 non-null float64 10 it_event_count 488 non-null float64 11 it_total_executed_vol 488 non-null float64 12 meeting_event_count 488 non-null float64 13 predict_value 488 non-null float64 dtypes: float64(14) memory usage: 57.2 KB None Số giá trị bị rỗng: Close 0 Volume 0 Change % 0 news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 predict_value 0 dtype: int64 Thống kê các giá trị:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 | 488.00 |
| mean | 40,740.49 | 807,990.70 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.76 | 228.69 | 13.87 | 1.15 | -81,361.55 | 1.00 | 41,742.90 |
| std | 8,824.43 | 1,075,209.97 | 0.02 | 0.00 | 0.00 | 0.00 | 0.06 | 0.97 | 291.70 | 6.09 | 0.41 | 572,197.15 | 0.00 | 6,999.90 |
| min | 27,972.00 | 8,690.00 | -0.07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -1,502,100.00 | 1.00 | 31,664.80 |
| 25% | 34,140.00 | 93,535.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 | 37,177.53 |
| 50% | 36,869.50 | 323,950.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -60,400.00 | 1.00 | 39,446.64 |
| 75% | 47,297.00 | 1,112,500.00 | 0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 10,000.00 | 1.00 | 45,654.31 |
| max | 63,604.00 | 8,300,000.00 | 0.07 | 1.00 | 0.00 | 0.00 | 1.00 | 3.00 | 600.00 | 21.62 | 6.00 | 3,470,870.00 | 1.00 | 60,690.67 |
Close 309 Volume 449 Change % 303 news_count 1 news_total_pos_kw 1 news_total_neg_kw 1 news_llm_sentiment 2 div_event_count 2 div_total_vnd 2 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 24 meeting_event_count 1 predict_value 381 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [27972.0, 29321.0, 29108.0, 29179.0, 28611.0, 29073.0, 28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0]..., số giá trị độc nhất: 309 Volume: [86850.0, 123690.0, 35860.0, 34040.0, 40200.0, 25780.0, 11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0]..., số giá trị độc nhất: 449 Change %: [-0.034300000000000004, 0.0482, -0.0073, 0.0024, -0.0195, 0.0161, -0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085]..., số giá trị độc nhất: 303 news_count: [1.0]..., số giá trị độc nhất: 1 news_total_pos_kw: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw: [0.0]..., số giá trị độc nhất: 1 news_llm_sentiment: [0.0, 1.0]..., số giá trị độc nhất: 2 div_event_count: [3.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 it_event_count: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [78000.0, -133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0]..., số giá trị độc nhất: 24 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 predict_value: [31664.79769262038, 32037.28208061783, 32059.76739071032, 32150.81224479337, 31691.02210223359, 32063.50649023104, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134]..., số giá trị độc nhất: 381 Các bản ghi bị trùng:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date |
FPT
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2023-05-04 | 57,340.00 | 657,550.00 | 0.01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 | 62,673.88 |
| 2023-05-05 | 57,267.00 | 422,140.00 | -0.00 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 62,552.63 |
| 2023-05-08 | 57,340.00 | 479,940.00 | 0.00 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 62,659.71 |
| 2023-05-09 | 57,632.00 | 801,300.00 | 0.01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 62,886.81 |
| 2023-05-10 | 57,705.00 | 836,480.00 | 0.00 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 63,020.75 |
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||
| 2025-03-06 | 141,600.00 | 6,420,000.00 | 0.02 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-07 | 141,400.00 | 2,950,000.00 | -0.00 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-10 | 139,300.00 | 5,320,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-11 | 137,500.00 | 5,780,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
| 2025-03-12 | 135,900.00 | 6,190,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 465 entries, 2023-05-04 to 2025-03-12 Data columns (total 14 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Close 465 non-null float64 1 Volume 465 non-null float64 2 Change % 465 non-null float64 3 news_count 465 non-null float64 4 news_total_pos_kw 465 non-null float64 5 news_total_neg_kw 465 non-null float64 6 news_llm_sentiment 465 non-null float64 7 div_event_count 465 non-null float64 8 div_total_vnd 465 non-null float64 9 div_total_bonus_ratio 465 non-null float64 10 it_event_count 465 non-null float64 11 it_total_executed_vol 465 non-null float64 12 meeting_event_count 465 non-null float64 13 predict_value 465 non-null float64 dtypes: float64(14) memory usage: 54.5 KB None Số giá trị bị rỗng: Close 0 Volume 0 Change % 0 news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 predict_value 0 dtype: int64 Thống kê các giá trị:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 | 465.00 |
| mean | 104,628.61 | 3,447,957.66 | 0.00 | 1.19 | 1.03 | 0.01 | 0.18 | 1.52 | 1,000.00 | 3.47 | 1.11 | -916,240.34 | 1.00 | 107,094.92 |
| std | 29,785.21 | 2,326,373.90 | 0.01 | 0.47 | 0.94 | 0.11 | 0.45 | 0.50 | 0.00 | 3.33 | 0.64 | 1,428,345.46 | 0.00 | 25,790.56 |
| min | 57,267.00 | 422,140.00 | -0.05 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 | 62,552.63 |
| 25% | 79,747.00 | 1,800,000.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 84,942.18 |
| 50% | 98,632.00 | 2,840,000.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 | 102,095.90 |
| 75% | 133,071.00 | 4,260,000.00 | 0.01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 | 134,800.52 |
| max | 154,300.00 | 15,380,000.00 | 0.07 | 3.00 | 3.00 | 1.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 9.00 | 1,954,643.00 | 1.00 | 137,643.98 |
Close 338 Volume 328 Change % 280 news_count 3 news_total_pos_kw 4 news_total_neg_kw 2 news_llm_sentiment 3 div_event_count 2 div_total_vnd 1 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 10 meeting_event_count 1 predict_value 318 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [57340.0, 57267.0, 57632.0, 57705.0, 57778.0, 58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0]..., số giá trị độc nhất: 338 Volume: [657550.0, 422140.0, 479940.0, 801300.0, 836480.0, 629380.0, 1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0]..., số giá trị độc nhất: 328 Change %: [0.0129, -0.0013, 0.0013, 0.0051, 0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996]..., số giá trị độc nhất: 280 news_count: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_total_pos_kw: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_neg_kw: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 div_event_count: [2.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [1000.0]..., số giá trị độc nhất: 1 div_total_bonus_ratio: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 it_event_count: [9.0, 1.0, 4.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [1954643.0, -4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 10 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 predict_value: [62673.88, 62552.633, 62659.71, 62886.812, 63020.754, 62977.547, 63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41]..., số giá trị độc nhất: 318 Các bản ghi bị trùng:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date |
In [26]:
# Tạo các giá trị MA và lags
def ma_and_lags(df):
numeric_cols = df.columns.to_list()
for col in numeric_cols:
df[f'{col}_ma_3_days'] = df[col].rolling(window=3).mean()
df[f'{col}_ma_7_days'] = df[col].rolling(window=7).mean()
for i in range(1,8):
df[f'{col}_lags_{i}_days'] = df[col].shift(i)
df = df.dropna()
basic_stats(df,'test')
return df
In [27]:
merge_cmg = ma_and_lags(merge_cmg)
merge_fpt = ma_and_lags(merge_fpt)
test
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2023-03-23 | 28,753.00 | 52,250.00 | 0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | -26,200.00 | 1.00 | 31,687.28 | 28,788.67 | 28,940.71 | 28,540.00 | 29,073.00 | 28,611.00 | 29,179.00 | 29,108.00 | 29,321.00 | 27,972.00 | 29,886.67 | 46,207.14 | 11,630.00 | 25,780.00 | 40,200.00 | 34,040.00 | 35,860.00 | 123,690.00 | 86,850.00 | 0.00 | 0.00 | -0.02 | 0.02 | -0.02 | 0.00 | -0.01 | 0.05 | -0.03 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -26,200.00 | -41,485.71 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -133,200.00 | 78,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 31,805.20 | 31,907.78 | 31,664.80 | 32,063.51 | 31,691.02 | 32,150.81 | 32,059.77 | 32,037.28 | 31,664.80 |
| 2023-03-24 | 28,789.00 | 50,430.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 | 31,803.47 | 28,694.00 | 28,864.71 | 28,753.00 | 28,540.00 | 29,073.00 | 28,611.00 | 29,179.00 | 29,108.00 | 29,321.00 | 38,103.33 | 35,741.43 | 52,250.00 | 11,630.00 | 25,780.00 | 40,200.00 | 34,040.00 | 35,860.00 | 123,690.00 | -0.00 | -0.00 | 0.01 | -0.02 | 0.02 | -0.02 | 0.00 | -0.01 | 0.05 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -17,466.67 | -22,457.14 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -133,200.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 31,718.52 | 31,874.38 | 31,687.28 | 31,664.80 | 32,063.51 | 31,691.02 | 32,150.81 | 32,059.77 | 32,037.28 |
| 2023-03-27 | 28,718.00 | 65,280.00 | -0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 | 31,664.80 | 28,753.33 | 28,809.00 | 28,789.00 | 28,753.00 | 28,540.00 | 29,073.00 | 28,611.00 | 29,179.00 | 29,108.00 | 55,986.67 | 39,944.29 | 50,430.00 | 52,250.00 | 11,630.00 | 25,780.00 | 40,200.00 | 34,040.00 | 35,860.00 | 0.00 | -0.00 | 0.00 | 0.01 | -0.02 | 0.02 | -0.02 | 0.00 | -0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -8,733.33 | -18,714.29 | 0.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 31,718.52 | 31,817.96 | 31,803.47 | 31,687.28 | 31,664.80 | 32,063.51 | 31,691.02 | 32,150.81 | 32,059.77 |
| 2023-03-28 | 28,682.00 | 72,140.00 | -0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 | 31,664.80 | 28,729.67 | 28,738.00 | 28,718.00 | 28,789.00 | 28,753.00 | 28,540.00 | 29,073.00 | 28,611.00 | 29,179.00 | 62,616.67 | 45,387.14 | 65,280.00 | 50,430.00 | 52,250.00 | 11,630.00 | 25,780.00 | 40,200.00 | 34,040.00 | -0.00 | -0.00 | -0.00 | 0.00 | 0.01 | -0.02 | 0.02 | -0.02 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | -14,971.43 | 0.00 | 0.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 31,711.02 | 31,748.52 | 31,664.80 | 31,803.47 | 31,687.28 | 31,664.80 | 32,063.51 | 31,691.02 | 32,150.81 |
| 2023-03-29 | 28,398.00 | 72,140.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 0.00 | 1.00 | 31,664.80 | 28,599.33 | 28,707.57 | 28,682.00 | 28,718.00 | 28,789.00 | 28,753.00 | 28,540.00 | 29,073.00 | 28,611.00 | 69,853.33 | 49,950.00 | 72,140.00 | 65,280.00 | 50,430.00 | 52,250.00 | 11,630.00 | 25,780.00 | 40,200.00 | -0.00 | -0.00 | -0.00 | -0.00 | 0.00 | 0.01 | -0.02 | 0.02 | -0.02 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | -11,228.57 | 0.00 | 0.00 | 0.00 | -26,200.00 | -26,200.00 | -26,200.00 | -26,200.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 31,664.80 | 31,744.78 | 31,664.80 | 31,664.80 | 31,803.47 | 31,687.28 | 31,664.80 | 32,063.51 | 31,691.02 |
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
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| Date | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2025-02-19 | 45,250.00 | 1,060,000.00 | 0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,499.99 | 44,800.00 | 44,950.00 | 44,600.00 | 44,550.00 | 45,000.00 | 45,250.00 | 45,350.00 | 44,650.00 | 44,050.00 | 855,966.67 | 800,957.14 | 590,500.00 | 917,400.00 | 811,200.00 | 564,500.00 | 862,700.00 | 800,400.00 | 1,850,000.00 | 0.00 | 0.00 | 0.00 | -0.01 | -0.01 | -0.00 | 0.02 | 0.01 | -0.02 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 43,113.17 | 43,255.44 | 42,922.89 | 42,916.62 | 43,394.00 | 43,571.26 | 43,445.85 | 43,037.46 | 43,071.42 |
| 2025-02-20 | 44,900.00 | 676,700.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,447.06 | 44,916.67 | 44,985.71 | 45,250.00 | 44,600.00 | 44,550.00 | 45,000.00 | 45,250.00 | 45,350.00 | 44,650.00 | 775,733.33 | 783,285.71 | 1,060,000.00 | 590,500.00 | 917,400.00 | 811,200.00 | 564,500.00 | 862,700.00 | 800,400.00 | 0.00 | 0.00 | 0.01 | 0.00 | -0.01 | -0.01 | -0.00 | 0.02 | 0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 43,289.98 | 43,313.95 | 43,499.99 | 42,922.89 | 42,916.62 | 43,394.00 | 43,571.26 | 43,445.85 | 43,037.46 |
| 2025-02-21 | 44,700.00 | 880,000.00 | -0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,296.97 | 44,950.00 | 44,892.86 | 44,900.00 | 45,250.00 | 44,600.00 | 44,550.00 | 45,000.00 | 45,250.00 | 45,350.00 | 872,233.33 | 785,757.14 | 676,700.00 | 1,060,000.00 | 590,500.00 | 917,400.00 | 811,200.00 | 564,500.00 | 862,700.00 | 0.00 | -0.00 | -0.01 | 0.01 | 0.00 | -0.01 | -0.01 | -0.00 | 0.02 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 43,414.67 | 43,292.68 | 43,447.06 | 43,499.99 | 42,922.89 | 42,916.62 | 43,394.00 | 43,571.26 | 43,445.85 |
| 2025-02-24 | 44,150.00 | 1,670,000.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,264.80 | 44,583.33 | 44,735.71 | 44,700.00 | 44,900.00 | 45,250.00 | 44,600.00 | 44,550.00 | 45,000.00 | 45,250.00 | 1,075,566.67 | 943,685.71 | 880,000.00 | 676,700.00 | 1,060,000.00 | 590,500.00 | 917,400.00 | 811,200.00 | 564,500.00 | -0.01 | -0.00 | -0.00 | -0.01 | 0.01 | 0.00 | -0.01 | -0.01 | -0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 43,336.28 | 43,248.90 | 43,296.97 | 43,447.06 | 43,499.99 | 42,922.89 | 42,916.62 | 43,394.00 | 43,571.26 |
| 2025-02-25 | 44,200.00 | 939,900.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 38,800.00 | 1.00 | 43,190.95 | 44,350.00 | 44,621.43 | 44,150.00 | 44,700.00 | 44,900.00 | 45,250.00 | 44,600.00 | 44,550.00 | 45,000.00 | 1,163,300.00 | 962,071.43 | 1,670,000.00 | 880,000.00 | 676,700.00 | 1,060,000.00 | 590,500.00 | 917,400.00 | 811,200.00 | -0.01 | -0.00 | -0.01 | -0.00 | -0.01 | 0.01 | 0.00 | -0.01 | -0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 43,250.91 | 43,219.90 | 43,264.80 | 43,296.97 | 43,447.06 | 43,499.99 | 42,922.89 | 42,916.62 | 43,394.00 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 481 entries, 2023-03-23 to 2025-02-25 Columns: 140 entries, Close to predict_value_lags_7_days dtypes: float64(140) memory usage: 529.9 KB None Số giá trị bị rỗng: Close 0 Volume 0 Change % 0 news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 predict_value 0 Close_ma_3_days 0 Close_ma_7_days 0 Close_lags_1_days 0 Close_lags_2_days 0 Close_lags_3_days 0 Close_lags_4_days 0 Close_lags_5_days 0 Close_lags_6_days 0 Close_lags_7_days 0 Volume_ma_3_days 0 Volume_ma_7_days 0 Volume_lags_1_days 0 Volume_lags_2_days 0 Volume_lags_3_days 0 Volume_lags_4_days 0 Volume_lags_5_days 0 Volume_lags_6_days 0 Volume_lags_7_days 0 Change %_ma_3_days 0 Change %_ma_7_days 0 Change %_lags_1_days 0 Change %_lags_2_days 0 Change %_lags_3_days 0 Change %_lags_4_days 0 Change %_lags_5_days 0 Change %_lags_6_days 0 Change %_lags_7_days 0 news_count_ma_3_days 0 news_count_ma_7_days 0 news_count_lags_1_days 0 news_count_lags_2_days 0 news_count_lags_3_days 0 news_count_lags_4_days 0 news_count_lags_5_days 0 news_count_lags_6_days 0 news_count_lags_7_days 0 news_total_pos_kw_ma_3_days 0 news_total_pos_kw_ma_7_days 0 news_total_pos_kw_lags_1_days 0 news_total_pos_kw_lags_2_days 0 news_total_pos_kw_lags_3_days 0 news_total_pos_kw_lags_4_days 0 news_total_pos_kw_lags_5_days 0 news_total_pos_kw_lags_6_days 0 news_total_pos_kw_lags_7_days 0 news_total_neg_kw_ma_3_days 0 news_total_neg_kw_ma_7_days 0 news_total_neg_kw_lags_1_days 0 news_total_neg_kw_lags_2_days 0 news_total_neg_kw_lags_3_days 0 news_total_neg_kw_lags_4_days 0 news_total_neg_kw_lags_5_days 0 news_total_neg_kw_lags_6_days 0 news_total_neg_kw_lags_7_days 0 news_llm_sentiment_ma_3_days 0 news_llm_sentiment_ma_7_days 0 news_llm_sentiment_lags_1_days 0 news_llm_sentiment_lags_2_days 0 news_llm_sentiment_lags_3_days 0 news_llm_sentiment_lags_4_days 0 news_llm_sentiment_lags_5_days 0 news_llm_sentiment_lags_6_days 0 news_llm_sentiment_lags_7_days 0 div_event_count_ma_3_days 0 div_event_count_ma_7_days 0 div_event_count_lags_1_days 0 div_event_count_lags_2_days 0 div_event_count_lags_3_days 0 div_event_count_lags_4_days 0 div_event_count_lags_5_days 0 div_event_count_lags_6_days 0 div_event_count_lags_7_days 0 div_total_vnd_ma_3_days 0 div_total_vnd_ma_7_days 0 div_total_vnd_lags_1_days 0 div_total_vnd_lags_2_days 0 div_total_vnd_lags_3_days 0 div_total_vnd_lags_4_days 0 div_total_vnd_lags_5_days 0 div_total_vnd_lags_6_days 0 div_total_vnd_lags_7_days 0 div_total_bonus_ratio_ma_3_days 0 div_total_bonus_ratio_ma_7_days 0 div_total_bonus_ratio_lags_1_days 0 div_total_bonus_ratio_lags_2_days 0 div_total_bonus_ratio_lags_3_days 0 div_total_bonus_ratio_lags_4_days 0 div_total_bonus_ratio_lags_5_days 0 div_total_bonus_ratio_lags_6_days 0 div_total_bonus_ratio_lags_7_days 0 it_event_count_ma_3_days 0 it_event_count_ma_7_days 0 it_event_count_lags_1_days 0 it_event_count_lags_2_days 0 it_event_count_lags_3_days 0 it_event_count_lags_4_days 0 it_event_count_lags_5_days 0 it_event_count_lags_6_days 0 it_event_count_lags_7_days 0 it_total_executed_vol_ma_3_days 0 it_total_executed_vol_ma_7_days 0 it_total_executed_vol_lags_1_days 0 it_total_executed_vol_lags_2_days 0 it_total_executed_vol_lags_3_days 0 it_total_executed_vol_lags_4_days 0 it_total_executed_vol_lags_5_days 0 it_total_executed_vol_lags_6_days 0 it_total_executed_vol_lags_7_days 0 meeting_event_count_ma_3_days 0 meeting_event_count_ma_7_days 0 meeting_event_count_lags_1_days 0 meeting_event_count_lags_2_days 0 meeting_event_count_lags_3_days 0 meeting_event_count_lags_4_days 0 meeting_event_count_lags_5_days 0 meeting_event_count_lags_6_days 0 meeting_event_count_lags_7_days 0 predict_value_ma_3_days 0 predict_value_ma_7_days 0 predict_value_lags_1_days 0 predict_value_lags_2_days 0 predict_value_lags_3_days 0 predict_value_lags_4_days 0 predict_value_lags_5_days 0 predict_value_lags_6_days 0 predict_value_lags_7_days 0 dtype: int64 Thống kê các giá trị:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 | 481.00 |
| mean | 40,913.84 | 819,005.01 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.74 | 223.28 | 13.75 | 1.15 | -82,158.49 | 1.00 | 41,886.08 | 40,881.68 | 40,816.29 | 40,881.28 | 40,849.93 | 40,816.48 | 40,783.80 | 40,750.24 | 40,718.48 | 40,684.01 | 816,578.98 | 812,591.89 | 817,075.14 | 813,656.80 | 811,910.85 | 810,574.76 | 808,445.57 | 807,475.07 | 805,748.36 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.75 | 1.76 | 1.75 | 1.75 | 1.76 | 1.76 | 1.77 | 1.77 | 1.77 | 224.53 | 227.03 | 224.53 | 225.78 | 227.03 | 228.27 | 229.52 | 230.77 | 232.02 | 13.78 | 13.83 | 13.78 | 13.80 | 13.83 | 13.86 | 13.88 | 13.91 | 13.93 | 1.15 | 1.15 | 1.15 | 1.15 | 1.15 | 1.15 | 1.15 | 1.15 | 1.15 | -82,293.63 | -82,595.68 | -82,293.63 | -82,428.76 | -82,563.90 | -82,699.03 | -82,834.17 | -83,191.75 | -83,110.26 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 41,862.34 | 41,815.02 | 41,862.11 | 41,838.82 | 41,814.70 | 41,791.21 | 41,767.43 | 41,744.80 | 41,721.40 |
| std | 8,769.50 | 1,079,092.84 | 0.02 | 0.00 | 0.00 | 0.00 | 0.06 | 0.97 | 290.33 | 6.06 | 0.41 | 576,275.51 | 0.00 | 6,948.41 | 8,761.16 | 8,746.84 | 8,786.32 | 8,801.52 | 8,817.41 | 8,831.37 | 8,845.02 | 8,858.59 | 8,875.89 | 989,023.05 | 943,064.30 | 1,079,706.08 | 1,079,602.89 | 1,080,174.29 | 1,080,739.19 | 1,081,255.49 | 1,081,660.94 | 1,082,147.91 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.02 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.06 | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 | 290.08 | 289.82 | 290.65 | 290.98 | 291.29 | 291.60 | 291.91 | 292.21 | 292.50 | 6.06 | 6.05 | 6.07 | 6.07 | 6.08 | 6.09 | 6.09 | 6.10 | 6.11 | 0.37 | 0.34 | 0.41 | 0.41 | 0.41 | 0.41 | 0.41 | 0.41 | 0.41 | 554,430.49 | 524,227.39 | 576,254.71 | 576,233.87 | 576,213.00 | 576,192.10 | 576,171.17 | 576,148.90 | 576,168.96 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 6,944.13 | 6,925.81 | 6,963.76 | 6,977.77 | 6,992.77 | 7,006.23 | 7,019.82 | 7,033.63 | 7,048.42 |
| min | 28,327.00 | 8,690.00 | -0.07 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -1,502,100.00 | 1.00 | 31,664.80 | 28,362.67 | 28,575.71 | 28,327.00 | 28,327.00 | 28,327.00 | 28,327.00 | 28,327.00 | 28,327.00 | 27,972.00 | 14,943.33 | 29,157.14 | 8,690.00 | 8,690.00 | 8,690.00 | 8,690.00 | 8,690.00 | 8,690.00 | 8,690.00 | -0.04 | -0.03 | -0.07 | -0.07 | -0.07 | -0.07 | -0.07 | -0.07 | -0.07 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 31,664.80 | 31,687.82 | 31,664.80 | 31,664.80 | 31,664.80 | 31,664.80 | 31,664.80 | 31,664.80 | 31,664.80 |
| 25% | 34,291.00 | 97,460.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -360,100.00 | 1.00 | 37,238.92 | 34,291.00 | 34,209.71 | 34,220.00 | 34,220.00 | 34,184.00 | 34,149.00 | 34,149.00 | 34,113.00 | 34,078.00 | 117,856.67 | 120,591.43 | 94,700.00 | 94,420.00 | 93,790.00 | 93,570.00 | 93,430.00 | 93,430.00 | 93,150.00 | -0.00 | -0.00 | -0.01 | -0.01 | -0.01 | -0.01 | -0.01 | -0.01 | -0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 37,188.88 | 37,115.88 | 37,225.83 | 37,200.91 | 37,197.74 | 37,197.74 | 37,180.00 | 37,170.13 | 37,103.24 |
| 50% | 36,937.00 | 334,110.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | -60,400.00 | 1.00 | 39,490.46 | 36,952.00 | 36,763.14 | 36,937.00 | 36,892.00 | 36,892.00 | 36,847.00 | 36,802.00 | 36,757.00 | 36,712.00 | 358,046.67 | 354,644.29 | 328,450.00 | 325,120.00 | 324,560.00 | 323,340.00 | 320,790.00 | 320,510.00 | 318,130.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | -68,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | -68,400.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 39,574.53 | 39,420.40 | 39,450.04 | 39,447.13 | 39,446.64 | 39,446.64 | 39,441.70 | 39,431.31 | 39,408.98 |
| 75% | 47,387.00 | 1,130,000.00 | 0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 3.00 | 600.00 | 21.62 | 1.00 | 10,000.00 | 1.00 | 45,837.18 | 47,207.33 | 47,021.43 | 47,387.00 | 47,387.00 | 47,387.00 | 47,387.00 | 47,387.00 | 47,387.00 | 47,387.00 | 1,171,033.33 | 1,097,902.86 | 1,130,000.00 | 1,120,000.00 | 1,120,000.00 | 1,120,000.00 | 1,120,000.00 | 1,120,000.00 | 1,120,000.00 | 0.01 | 0.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 3,066.67 | 0.00 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 45,746.49 | 45,647.30 | 45,837.18 | 45,837.18 | 45,837.18 | 45,837.18 | 45,837.18 | 45,837.18 | 45,837.18 |
| max | 63,604.00 | 8,300,000.00 | 0.07 | 1.00 | 0.00 | 0.00 | 1.00 | 3.00 | 600.00 | 21.62 | 6.00 | 3,470,870.00 | 1.00 | 60,690.67 | 63,183.33 | 62,638.43 | 63,604.00 | 63,604.00 | 63,604.00 | 63,604.00 | 63,604.00 | 63,604.00 | 63,604.00 | 6,126,666.67 | 4,695,714.29 | 8,300,000.00 | 8,300,000.00 | 8,300,000.00 | 8,300,000.00 | 8,300,000.00 | 8,300,000.00 | 8,300,000.00 | 0.07 | 0.05 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.14 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 3.33 | 2.57 | 6.00 | 6.00 | 6.00 | 6.00 | 6.00 | 6.00 | 6.00 | 2,930,580.00 | 2,313,105.71 | 3,470,870.00 | 3,470,870.00 | 3,470,870.00 | 3,470,870.00 | 3,470,870.00 | 3,470,870.00 | 3,470,870.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 60,627.67 | 60,510.87 | 60,690.67 | 60,690.67 | 60,690.67 | 60,690.67 | 60,690.67 | 60,690.67 | 60,690.67 |
Close 304 Volume 444 Change % 298 news_count 1 news_total_pos_kw 1 news_total_neg_kw 1 news_llm_sentiment 2 div_event_count 2 div_total_vnd 2 div_total_bonus_ratio 2 it_event_count 3 it_total_executed_vol 22 meeting_event_count 1 predict_value 376 Close_ma_3_days 432 Close_ma_7_days 458 Close_lags_1_days 304 Close_lags_2_days 304 Close_lags_3_days 304 Close_lags_4_days 304 Close_lags_5_days 304 Close_lags_6_days 303 Close_lags_7_days 303 Volume_ma_3_days 470 Volume_ma_7_days 480 Volume_lags_1_days 444 Volume_lags_2_days 443 Volume_lags_3_days 443 Volume_lags_4_days 442 Volume_lags_5_days 443 Volume_lags_6_days 443 Volume_lags_7_days 443 Change %_ma_3_days 451 Change %_ma_7_days 467 Change %_lags_1_days 299 Change %_lags_2_days 299 Change %_lags_3_days 299 Change %_lags_4_days 298 Change %_lags_5_days 299 Change %_lags_6_days 300 Change %_lags_7_days 301 news_count_ma_3_days 1 news_count_ma_7_days 1 news_count_lags_1_days 1 news_count_lags_2_days 1 news_count_lags_3_days 1 news_count_lags_4_days 1 news_count_lags_5_days 1 news_count_lags_6_days 1 news_count_lags_7_days 1 news_total_pos_kw_ma_3_days 1 news_total_pos_kw_ma_7_days 1 news_total_pos_kw_lags_1_days 1 news_total_pos_kw_lags_2_days 1 news_total_pos_kw_lags_3_days 1 news_total_pos_kw_lags_4_days 1 news_total_pos_kw_lags_5_days 1 news_total_pos_kw_lags_6_days 1 news_total_pos_kw_lags_7_days 1 news_total_neg_kw_ma_3_days 1 news_total_neg_kw_ma_7_days 1 news_total_neg_kw_lags_1_days 1 news_total_neg_kw_lags_2_days 1 news_total_neg_kw_lags_3_days 1 news_total_neg_kw_lags_4_days 1 news_total_neg_kw_lags_5_days 1 news_total_neg_kw_lags_6_days 1 news_total_neg_kw_lags_7_days 1 news_llm_sentiment_ma_3_days 2 news_llm_sentiment_ma_7_days 2 news_llm_sentiment_lags_1_days 2 news_llm_sentiment_lags_2_days 2 news_llm_sentiment_lags_3_days 2 news_llm_sentiment_lags_4_days 2 news_llm_sentiment_lags_5_days 2 news_llm_sentiment_lags_6_days 2 news_llm_sentiment_lags_7_days 2 div_event_count_ma_3_days 4 div_event_count_ma_7_days 8 div_event_count_lags_1_days 2 div_event_count_lags_2_days 2 div_event_count_lags_3_days 2 div_event_count_lags_4_days 2 div_event_count_lags_5_days 2 div_event_count_lags_6_days 2 div_event_count_lags_7_days 2 div_total_vnd_ma_3_days 4 div_total_vnd_ma_7_days 8 div_total_vnd_lags_1_days 2 div_total_vnd_lags_2_days 2 div_total_vnd_lags_3_days 2 div_total_vnd_lags_4_days 2 div_total_vnd_lags_5_days 2 div_total_vnd_lags_6_days 2 div_total_vnd_lags_7_days 2 div_total_bonus_ratio_ma_3_days 4 div_total_bonus_ratio_ma_7_days 8 div_total_bonus_ratio_lags_1_days 2 div_total_bonus_ratio_lags_2_days 2 div_total_bonus_ratio_lags_3_days 2 div_total_bonus_ratio_lags_4_days 2 div_total_bonus_ratio_lags_5_days 2 div_total_bonus_ratio_lags_6_days 2 div_total_bonus_ratio_lags_7_days 2 it_event_count_ma_3_days 7 it_event_count_ma_7_days 12 it_event_count_lags_1_days 3 it_event_count_lags_2_days 3 it_event_count_lags_3_days 3 it_event_count_lags_4_days 3 it_event_count_lags_5_days 3 it_event_count_lags_6_days 3 it_event_count_lags_7_days 3 it_total_executed_vol_ma_3_days 61 it_total_executed_vol_ma_7_days 132 it_total_executed_vol_lags_1_days 22 it_total_executed_vol_lags_2_days 22 it_total_executed_vol_lags_3_days 22 it_total_executed_vol_lags_4_days 22 it_total_executed_vol_lags_5_days 22 it_total_executed_vol_lags_6_days 23 it_total_executed_vol_lags_7_days 24 meeting_event_count_ma_3_days 1 meeting_event_count_ma_7_days 1 meeting_event_count_lags_1_days 1 meeting_event_count_lags_2_days 1 meeting_event_count_lags_3_days 1 meeting_event_count_lags_4_days 1 meeting_event_count_lags_5_days 1 meeting_event_count_lags_6_days 1 meeting_event_count_lags_7_days 1 predict_value_ma_3_days 457 predict_value_ma_7_days 476 predict_value_lags_1_days 375 predict_value_lags_2_days 375 predict_value_lags_3_days 375 predict_value_lags_4_days 375 predict_value_lags_5_days 375 predict_value_lags_6_days 375 predict_value_lags_7_days 374 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0, 29712.0, 29676.0, 29570.0, 29321.0, 29392.0, 29499.0, 29286.0]..., số giá trị độc nhất: 304 Volume: [52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0, 221890.0, 39780.0, 17090.0, 40340.0, 13310.0, 64860.0, 51130.0]..., số giá trị độc nhất: 444 Change %: [0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085, -0.0036, -0.0048, 0.0024, -0.0060999999999999995, -0.0024, -0.0074, 0.0062]..., số giá trị độc nhất: 298 news_count: [1.0]..., số giá trị độc nhất: 1 news_total_pos_kw: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw: [0.0]..., số giá trị độc nhất: 1 news_llm_sentiment: [0.0, 1.0]..., số giá trị độc nhất: 2 div_event_count: [3.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 it_event_count: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_total_executed_vol: [-26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0, 23600.0, -500000.0]..., số giá trị độc nhất: 22 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 predict_value: [31687.283002712877, 31803.46796933564, 31664.79769262038, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134, 32374.788733111687, 32393.675528492684, 32413.00634430984, 32407.61690532592, 33609.280503080525]..., số giá trị độc nhất: 376 Close_ma_3_days: [28788.666666666668, 28694.0, 28753.333333333332, 28729.666666666668, 28599.333333333332, 28481.0, 28362.666666666668, 28504.666666666668, 28646.666666666668, 29120.0, 29321.333333333332, 29569.666666666668, 29498.666666666668, 29546.0, 29605.333333333332, 29629.0, 29712.0, 29700.0, 29688.0, 29640.666666666668]..., số giá trị độc nhất: 432 Close_ma_7_days: [28940.714285714286, 28864.714285714286, 28809.0, 28738.0, 28707.571428571428, 28606.14285714286, 28575.714285714286, 28585.85714285714, 28732.85714285714, 28839.428571428572, 29001.714285714286, 29169.0, 29356.714285714286, 29448.0, 29579.85714285714, 29574.85714285714, 29615.428571428572, 29635.714285714286, 29656.0, 29645.85714285714]..., số giá trị độc nhất: 458 Close_lags_1_days: [28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0, 29712.0, 29676.0, 29570.0, 29321.0, 29392.0, 29499.0]..., số giá trị độc nhất: 304 Close_lags_2_days: [29073.0, 28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0, 29712.0, 29676.0, 29570.0, 29321.0, 29392.0]..., số giá trị độc nhất: 304 Close_lags_3_days: [28611.0, 29073.0, 28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0, 29712.0, 29676.0, 29570.0, 29321.0]..., số giá trị độc nhất: 304 Close_lags_4_days: [29179.0, 28611.0, 29073.0, 28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0, 29712.0, 29676.0, 29570.0]..., số giá trị độc nhất: 304 Close_lags_5_days: [29108.0, 29179.0, 28611.0, 29073.0, 28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0, 29712.0, 29676.0]..., số giá trị độc nhất: 304 Close_lags_6_days: [29321.0, 29108.0, 29179.0, 28611.0, 29073.0, 28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0, 29712.0]..., số giá trị độc nhất: 303 Close_lags_7_days: [27972.0, 29321.0, 29108.0, 29179.0, 28611.0, 29073.0, 28540.0, 28753.0, 28789.0, 28718.0, 28682.0, 28398.0, 28363.0, 28327.0, 28824.0, 29747.0, 29428.0, 29534.0, 29641.0, 29463.0]..., số giá trị độc nhất: 303 Volume_ma_3_days: [29886.666666666668, 38103.333333333336, 55986.666666666664, 62616.666666666664, 69853.33333333333, 55796.666666666664, 51876.666666666664, 58180.0, 67006.66666666667, 119210.0, 97500.0, 94650.0, 32546.666666666668, 28110.0, 88393.33333333333, 91426.66666666667, 92920.0, 32403.333333333332, 23580.0, 39503.333333333336]..., số giá trị độc nhất: 470 Volume_ma_7_days: [46207.142857142855, 35741.42857142857, 39944.28571428572, 45387.142857142855, 49950.0, 49568.57142857143, 56532.857142857145, 62075.71428571428, 61955.71428571428, 83628.57142857143, 77025.71428571429, 72582.85714285714, 73664.28571428571, 66840.0, 85531.42857142857, 84130.0, 55572.857142857145, 57632.857142857145, 53671.42857142857, 58554.28571428572]..., số giá trị độc nhất: 480 Volume_lags_1_days: [11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0, 221890.0, 39780.0, 17090.0, 40340.0, 13310.0, 64860.0]..., số giá trị độc nhất: 444 Volume_lags_2_days: [25780.0, 11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0, 221890.0, 39780.0, 17090.0, 40340.0, 13310.0]..., số giá trị độc nhất: 443 Volume_lags_3_days: [40200.0, 25780.0, 11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0, 221890.0, 39780.0, 17090.0, 40340.0]..., số giá trị độc nhất: 443 Volume_lags_4_days: [34040.0, 40200.0, 25780.0, 11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0, 221890.0, 39780.0, 17090.0]..., số giá trị độc nhất: 442 Volume_lags_5_days: [35860.0, 34040.0, 40200.0, 25780.0, 11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0, 221890.0, 39780.0]..., số giá trị độc nhất: 443 Volume_lags_6_days: [123690.0, 35860.0, 34040.0, 40200.0, 25780.0, 11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0, 221890.0]..., số giá trị độc nhất: 443 Volume_lags_7_days: [86850.0, 123690.0, 35860.0, 34040.0, 40200.0, 25780.0, 11630.0, 52250.0, 50430.0, 65280.0, 72140.0, 23110.0, 60380.0, 91050.0, 49590.0, 216990.0, 25920.0, 41040.0, 30680.0, 12610.0]..., số giá trị độc nhất: 443 Change %_ma_3_days: [0.0017666666666666664, -0.003166666666666667, 0.0021, -0.0008333333333333334, -0.004566666666666666, -0.004133333333333333, -0.0041333333333333335, 0.005, 0.005000000000000001, 0.016533333333333334, 0.007133333333333334, 0.008733333333333334, -0.002366666666666667, 0.0024, -0.0008, 0.0020333333333333336, 0.0008333333333333335, 0.0028333333333333335, -0.00039999999999999996, -0.0015999999999999999]..., số giá trị độc nhất: 451 Change %_ma_7_days: [0.0041571428571428575, -0.0025428571428571427, -0.001857142857142857, -0.0023857142857142857, -0.001014285714285714, -0.0034857142857142856, -0.0010571428571428568, 0.00037142857142857214, 1.4285714285714912e-05, 0.005128571428571429, 0.0037857142857142872, 0.005714285714285715, 0.005885714285714287, 0.006585714285714286, 0.003228571428571429, 0.004614285714285716, -0.0001428571428571425, 0.0013857142857142863, 0.0007000000000000006, -0.00032857142857142796]..., số giá trị độc nhất: 467 Change %_lags_1_days: [-0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085, -0.0036, -0.0048, 0.0024, -0.0060999999999999995, -0.0024, -0.0074]..., số giá trị độc nhất: 299 Change %_lags_2_days: [0.0161, -0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085, -0.0036, -0.0048, 0.0024, -0.0060999999999999995, -0.0024]..., số giá trị độc nhất: 299 Change %_lags_3_days: [-0.0195, 0.0161, -0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085, -0.0036, -0.0048, 0.0024, -0.0060999999999999995]..., số giá trị độc nhất: 299 Change %_lags_4_days: [0.0024, -0.0195, 0.0161, -0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085, -0.0036, -0.0048, -0.0060999999999999995]..., số giá trị độc nhất: 298 Change %_lags_5_days: [-0.0073, 0.0024, -0.0195, 0.0161, -0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085, -0.0036, -0.0048]..., số giá trị độc nhất: 299 Change %_lags_6_days: [0.0482, -0.0073, 0.0024, -0.0195, 0.0161, -0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085, -0.0036]..., số giá trị độc nhất: 300 Change %_lags_7_days: [-0.034300000000000004, 0.0482, -0.0073, 0.0024, -0.0195, 0.0161, -0.0183, 0.0075, 0.0013, -0.0025, -0.0013, -0.009899999999999999, -0.0012, 0.0175, 0.0333, -0.010700000000000001, 0.0036, 0.0, -0.006, 0.0085]..., số giá trị độc nhất: 301 news_count_ma_3_days: [1.0]..., số giá trị độc nhất: 1 news_count_ma_7_days: [1.0]..., số giá trị độc nhất: 1 news_count_lags_1_days: [1.0]..., số giá trị độc nhất: 1 news_count_lags_2_days: [1.0]..., số giá trị độc nhất: 1 news_count_lags_3_days: [1.0]..., số giá trị độc nhất: 1 news_count_lags_4_days: [1.0]..., số giá trị độc nhất: 1 news_count_lags_5_days: [1.0]..., số giá trị độc nhất: 1 news_count_lags_6_days: [1.0]..., số giá trị độc nhất: 1 news_count_lags_7_days: [1.0]..., số giá trị độc nhất: 1 news_total_pos_kw_ma_3_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_ma_7_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_lags_1_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_lags_2_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_lags_3_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_lags_4_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_lags_5_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_lags_6_days: [0.0]..., số giá trị độc nhất: 1 news_total_pos_kw_lags_7_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_ma_3_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_ma_7_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_lags_1_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_lags_2_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_lags_3_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_lags_4_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_lags_5_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_lags_6_days: [0.0]..., số giá trị độc nhất: 1 news_total_neg_kw_lags_7_days: [0.0]..., số giá trị độc nhất: 1 news_llm_sentiment_ma_3_days: [0.0, 0.3333333333333333]..., số giá trị độc nhất: 2 news_llm_sentiment_ma_7_days: [0.0, 0.14285714285714285]..., số giá trị độc nhất: 2 news_llm_sentiment_lags_1_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment_lags_2_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment_lags_3_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment_lags_4_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment_lags_5_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment_lags_6_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment_lags_7_days: [0.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_ma_3_days: [3.0, 2.3333333333333335, 1.6666666666666667, 1.0]..., số giá trị độc nhất: 4 div_event_count_ma_7_days: [3.0, 2.7142857142857144, 2.4285714285714284, 2.142857142857143, 1.8571428571428572, 1.5714285714285714, 1.2857142857142858, 1.0]..., số giá trị độc nhất: 8 div_event_count_lags_1_days: [3.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_2_days: [3.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_3_days: [3.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_4_days: [3.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_5_days: [3.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_6_days: [3.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_7_days: [3.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd_ma_3_days: [600.0, 400.0, 200.0, 0.0]..., số giá trị độc nhất: 4 div_total_vnd_ma_7_days: [600.0, 514.2857142857143, 428.57142857142856, 342.85714285714283, 257.14285714285717, 171.42857142857142, 85.71428571428571, 0.0]..., số giá trị độc nhất: 8 div_total_vnd_lags_1_days: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_vnd_lags_2_days: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_vnd_lags_3_days: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_vnd_lags_4_days: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_vnd_lags_5_days: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_vnd_lags_6_days: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_vnd_lags_7_days: [600.0, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio_ma_3_days: [21.61716171617162, 17.441744174417444, 13.266326632663267, 9.090909090909092]..., số giá trị độc nhất: 4 div_total_bonus_ratio_ma_7_days: [21.61716171617162, 19.82769705541983, 18.03823239466804, 16.24876773391625, 14.459303073164461, 12.669838412412672, 10.880373751660882, 9.090909090909092]..., số giá trị độc nhất: 8 div_total_bonus_ratio_lags_1_days: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_2_days: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_3_days: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_4_days: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_5_days: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_6_days: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_7_days: [21.61716171617162, 9.090909090909092]..., số giá trị độc nhất: 2 it_event_count_ma_3_days: [1.0, 1.3333333333333333, 1.6666666666666667, 2.0, 3.3333333333333335, 3.0, 2.6666666666666665]..., số giá trị độc nhất: 7 it_event_count_ma_7_days: [1.0, 1.1428571428571428, 1.2857142857142858, 1.4285714285714286, 1.5714285714285714, 1.7142857142857142, 1.8571428571428572, 2.0, 2.5714285714285716, 2.4285714285714284, 2.2857142857142856, 2.142857142857143]..., số giá trị độc nhất: 12 it_event_count_lags_1_days: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_event_count_lags_2_days: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_event_count_lags_3_days: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_event_count_lags_4_days: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_event_count_lags_5_days: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_event_count_lags_6_days: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_event_count_lags_7_days: [1.0, 2.0, 6.0]..., số giá trị độc nhất: 3 it_total_executed_vol_ma_3_days: [-26200.0, -17466.666666666668, -8733.333333333334, 0.0, -20133.333333333332, -40266.666666666664, -60400.0, -106933.33333333333, -153466.66666666666, -200000.0, 483333.3333333333, 1166666.6666666667, 1850000.0, 2390290.0, 2930580.0, 2271646.6666666665, 1072423.3333333333, -126800.0, -585233.3333333334, -1043666.6666666666]..., số giá trị độc nhất: 61 it_total_executed_vol_ma_7_days: [-41485.71428571428, -22457.14285714286, -18714.285714285714, -14971.42857142857, -11228.57142857143, -7485.714285714285, -3742.8571428571427, 0.0, -8628.57142857143, -17257.14285714286, -25885.714285714286, -34514.28571428572, -43142.857142857145, -51771.42857142857, -60400.0, -80342.85714285714, -100285.71428571429, -120228.57142857143, -140171.42857142858, -160114.2857142857]..., số giá trị độc nhất: 132 it_total_executed_vol_lags_1_days: [-26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0, 23600.0, -500000.0]..., số giá trị độc nhất: 22 it_total_executed_vol_lags_2_days: [-26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0, 23600.0, -500000.0]..., số giá trị độc nhất: 22 it_total_executed_vol_lags_3_days: [-26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0, 23600.0, -500000.0]..., số giá trị độc nhất: 22 it_total_executed_vol_lags_4_days: [-26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0, 23600.0, -500000.0]..., số giá trị độc nhất: 22 it_total_executed_vol_lags_5_days: [-26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0, 23600.0, -500000.0]..., số giá trị độc nhất: 22 it_total_executed_vol_lags_6_days: [-133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0, 23600.0]..., số giá trị độc nhất: 23 it_total_executed_vol_lags_7_days: [78000.0, -133200.0, -26200.0, 0.0, -60400.0, -200000.0, 1850000.0, 3470870.0, -126800.0, -1502100.0, 18100.0, -161300.0, -540900.0, 200000.0, -439200.0, -360100.0, -720600.0, 10000.0, -469400.0, -280574.0]..., số giá trị độc nhất: 24 meeting_event_count_ma_3_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_ma_7_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_1_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_2_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_3_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_4_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_5_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_6_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_7_days: [1.0]..., số giá trị độc nhất: 1 predict_value_ma_3_days: [31805.195728521434, 31718.5162215563, 31711.021118192133, 31664.79769262038, 31861.35521746364, 32057.912742306897, 32391.301337668217, 32473.248614908895, 32613.1652884208, 32605.038326526046, 32663.007722797283, 32651.795157908684, 32709.00111347527, 32754.99450415326, 32840.982456734586, 32866.482308955725, 32863.200164162125, 32831.13602235378, 32802.354025339046, 32748.43021456606]..., số giá trị độc nhất: 457 predict_value_ma_7_days: [31907.78157198849, 31874.37955609103, 31817.955313506758, 31748.524663196327, 31744.77831896587, 31687.819919307203, 31687.8199193072, 31768.846671369673, 31833.275571057457, 31976.156397640883, 32095.515598534, 32239.718826400494, 32379.11666931474, 32523.31989718124, 32578.478800876943, 32658.154542672615, 32679.188397103397, 32736.079018802244, 32766.718980044727, 32789.82918466172]..., số giá trị độc nhất: 476 predict_value_lags_1_days: [31664.79769262038, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134, 32374.788733111687, 32393.675528492684, 32413.00634430984, 32407.61690532592, 33609.280503080525]..., số giá trị độc nhất: 375 predict_value_lags_2_days: [32063.50649023104, 31664.79769262038, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134, 32374.788733111687, 32393.675528492684, 32413.00634430984, 32407.61690532592]..., số giá trị độc nhất: 375 predict_value_lags_3_days: [31691.02210223359, 32063.50649023104, 31664.79769262038, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134, 32374.788733111687, 32393.675528492684, 32413.00634430984]..., số giá trị độc nhất: 375 predict_value_lags_4_days: [32150.81224479337, 31691.02210223359, 32063.50649023104, 31664.79769262038, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134, 32374.788733111687, 32393.675528492684]..., số giá trị độc nhất: 375 predict_value_lags_5_days: [32059.76739071032, 32150.81224479337, 31691.02210223359, 32063.50649023104, 31664.79769262038, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134, 32374.788733111687]..., số giá trị độc nhất: 375 predict_value_lags_6_days: [32037.28208061783, 32059.76739071032, 32150.81224479337, 31691.02210223359, 32063.50649023104, 31664.79769262038, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134]..., số giá trị độc nhất: 375 predict_value_lags_7_days: [31664.79769262038, 32037.28208061783, 32059.76739071032, 32150.81224479337, 31691.02210223359, 32063.50649023104, 31687.283002712877, 31803.46796933564, 32254.470267150155, 32664.96347870435, 32500.31209887217, 32674.220287685886, 32640.58259302008, 32812.20045971985, 32898.546450764065, 32888.700016383256, 32802.354025339046, 32623.678968189903, 32484.72038257573, 32397.4146280134]..., số giá trị độc nhất: 374 Các bản ghi bị trùng:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date |
test
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2023-05-15 | 59,166.00 | 1,240,000.00 | 0.01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 63,607.71 | 58,581.67 | 57,955.57 | 58,801.00 | 57,778.00 | 57,705.00 | 57,632.00 | 57,340.00 | 57,267.00 | 57,340.00 | 1,099,793.33 | 834,177.14 | 1,430,000.00 | 629,380.00 | 836,480.00 | 801,300.00 | 479,940.00 | 422,140.00 | 657,550.00 | 0.01 | 0.00 | 0.02 | 0.00 | 0.00 | 0.01 | 0.00 | -0.00 | 0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 9.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | 1,954,643.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 63,315.57 | 63,009.52 | 63,361.45 | 62,977.55 | 63,020.75 | 62,886.81 | 62,659.71 | 62,552.63 | 62,673.88 |
| 2023-05-16 | 59,531.00 | 1,010,000.00 | 0.01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 64,101.23 | 59,166.00 | 58,279.00 | 59,166.00 | 58,801.00 | 57,778.00 | 57,705.00 | 57,632.00 | 57,340.00 | 57,267.00 | 1,226,666.67 | 918,157.14 | 1,240,000.00 | 1,430,000.00 | 629,380.00 | 836,480.00 | 801,300.00 | 479,940.00 | 422,140.00 | 0.01 | 0.01 | 0.01 | 0.02 | 0.00 | 0.00 | 0.01 | 0.00 | -0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 63,690.13 | 63,230.74 | 63,607.71 | 63,361.45 | 62,977.55 | 63,020.75 | 62,886.81 | 62,659.71 | 62,552.63 |
| 2023-05-17 | 59,531.00 | 1,290,000.00 | 0.00 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 64,079.39 | 59,409.33 | 58,592.00 | 59,531.00 | 59,166.00 | 58,801.00 | 57,778.00 | 57,705.00 | 57,632.00 | 57,340.00 | 1,180,000.00 | 1,033,880.00 | 1,010,000.00 | 1,240,000.00 | 1,430,000.00 | 629,380.00 | 836,480.00 | 801,300.00 | 479,940.00 | 0.00 | 0.01 | 0.01 | 0.01 | 0.02 | 0.00 | 0.00 | 0.01 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 63,929.44 | 63,433.56 | 64,101.23 | 63,607.71 | 63,361.45 | 62,977.55 | 63,020.75 | 62,886.81 | 62,659.71 |
| 2023-05-18 | 60,554.00 | 2,050,000.00 | 0.02 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 65,224.88 | 59,872.00 | 59,009.43 | 59,531.00 | 59,531.00 | 59,166.00 | 58,801.00 | 57,778.00 | 57,705.00 | 57,632.00 | 1,450,000.00 | 1,212,265.71 | 1,290,000.00 | 1,010,000.00 | 1,240,000.00 | 1,430,000.00 | 629,380.00 | 836,480.00 | 801,300.00 | 0.01 | 0.01 | 0.00 | 0.01 | 0.01 | 0.02 | 0.00 | 0.00 | 0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 64,468.50 | 63,767.57 | 64,079.39 | 64,101.23 | 63,607.71 | 63,361.45 | 62,977.55 | 63,020.75 | 62,886.81 |
| 2023-05-19 | 60,481.00 | 1,420,000.00 | -0.00 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -4,000,000.00 | 1.00 | 64,923.59 | 60,188.67 | 59,406.00 | 60,554.00 | 59,531.00 | 59,531.00 | 59,166.00 | 58,801.00 | 57,778.00 | 57,705.00 | 1,586,666.67 | 1,295,625.71 | 2,050,000.00 | 1,290,000.00 | 1,010,000.00 | 1,240,000.00 | 1,430,000.00 | 629,380.00 | 836,480.00 | 0.01 | 0.01 | 0.02 | 0.00 | 0.01 | 0.01 | 0.02 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 64,742.62 | 64,039.40 | 65,224.88 | 64,079.39 | 64,101.23 | 63,607.71 | 63,361.45 | 62,977.55 | 63,020.75 |
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2025-03-06 | 141,600.00 | 6,420,000.00 | 0.02 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 | 140,233.33 | 140,657.14 | 139,100.00 | 140,000.00 | 140,500.00 | 140,300.00 | 141,300.00 | 141,800.00 | 139,000.00 | 4,246,666.67 | 3,814,285.71 | 2,850,000.00 | 3,470,000.00 | 2,530,000.00 | 4,690,000.00 | 3,420,000.00 | 3,320,000.00 | 6,810,000.00 | 0.00 | 0.00 | -0.01 | -0.00 | 0.00 | -0.01 | -0.00 | 0.02 | -0.01 | 3.00 | 2.43 | 3.00 | 3.00 | 3.00 | 1.00 | 1.00 | 3.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,583.62 |
| 2025-03-07 | 141,400.00 | 2,950,000.00 | -0.00 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 | 140,700.00 | 140,600.00 | 141,600.00 | 139,100.00 | 140,000.00 | 140,500.00 | 140,300.00 | 141,300.00 | 141,800.00 | 4,073,333.33 | 3,761,428.57 | 6,420,000.00 | 2,850,000.00 | 3,470,000.00 | 2,530,000.00 | 4,690,000.00 | 3,420,000.00 | 3,320,000.00 | 0.00 | -0.00 | 0.02 | -0.01 | -0.00 | 0.00 | -0.01 | -0.00 | 0.02 | 3.00 | 2.43 | 3.00 | 3.00 | 3.00 | 3.00 | 1.00 | 1.00 | 3.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 |
| 2025-03-10 | 139,300.00 | 5,320,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 | 140,766.67 | 140,314.29 | 141,400.00 | 141,600.00 | 139,100.00 | 140,000.00 | 140,500.00 | 140,300.00 | 141,300.00 | 4,896,666.67 | 4,032,857.14 | 2,950,000.00 | 6,420,000.00 | 2,850,000.00 | 3,470,000.00 | 2,530,000.00 | 4,690,000.00 | 3,420,000.00 | 0.00 | -0.00 | -0.00 | 0.02 | -0.01 | -0.00 | 0.00 | -0.01 | -0.00 | 3.00 | 2.71 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 |
| 2025-03-11 | 137,500.00 | 5,780,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 | 139,400.00 | 139,914.29 | 139,300.00 | 141,400.00 | 141,600.00 | 139,100.00 | 140,000.00 | 140,500.00 | 140,300.00 | 4,683,333.33 | 4,188,571.43 | 5,320,000.00 | 2,950,000.00 | 6,420,000.00 | 2,850,000.00 | 3,470,000.00 | 2,530,000.00 | 4,690,000.00 | -0.01 | -0.00 | -0.01 | -0.00 | 0.02 | -0.01 | -0.00 | 0.00 | -0.01 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 |
| 2025-03-12 | 135,900.00 | 6,190,000.00 | -0.01 | 3.00 | 2.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 137,496.53 | 137,566.67 | 139,257.14 | 137,500.00 | 139,300.00 | 141,400.00 | 141,600.00 | 139,100.00 | 140,000.00 | 140,500.00 | 5,763,333.33 | 4,711,428.57 | 5,780,000.00 | 5,320,000.00 | 2,950,000.00 | 6,420,000.00 | 2,850,000.00 | 3,470,000.00 | 2,530,000.00 | -0.01 | -0.00 | -0.01 | -0.01 | -0.00 | 0.02 | -0.01 | -0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.14 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 | 137,496.53 |
<class 'pandas.core.frame.DataFrame'> DatetimeIndex: 458 entries, 2023-05-15 to 2025-03-12 Columns: 140 entries, Close to predict_value_lags_7_days dtypes: float64(140) memory usage: 504.5 KB None Số giá trị bị rỗng: Close 0 Volume 0 Change % 0 news_count 0 news_total_pos_kw 0 news_total_neg_kw 0 news_llm_sentiment 0 div_event_count 0 div_total_vnd 0 div_total_bonus_ratio 0 it_event_count 0 it_total_executed_vol 0 meeting_event_count 0 predict_value 0 Close_ma_3_days 0 Close_ma_7_days 0 Close_lags_1_days 0 Close_lags_2_days 0 Close_lags_3_days 0 Close_lags_4_days 0 Close_lags_5_days 0 Close_lags_6_days 0 Close_lags_7_days 0 Volume_ma_3_days 0 Volume_ma_7_days 0 Volume_lags_1_days 0 Volume_lags_2_days 0 Volume_lags_3_days 0 Volume_lags_4_days 0 Volume_lags_5_days 0 Volume_lags_6_days 0 Volume_lags_7_days 0 Change %_ma_3_days 0 Change %_ma_7_days 0 Change %_lags_1_days 0 Change %_lags_2_days 0 Change %_lags_3_days 0 Change %_lags_4_days 0 Change %_lags_5_days 0 Change %_lags_6_days 0 Change %_lags_7_days 0 news_count_ma_3_days 0 news_count_ma_7_days 0 news_count_lags_1_days 0 news_count_lags_2_days 0 news_count_lags_3_days 0 news_count_lags_4_days 0 news_count_lags_5_days 0 news_count_lags_6_days 0 news_count_lags_7_days 0 news_total_pos_kw_ma_3_days 0 news_total_pos_kw_ma_7_days 0 news_total_pos_kw_lags_1_days 0 news_total_pos_kw_lags_2_days 0 news_total_pos_kw_lags_3_days 0 news_total_pos_kw_lags_4_days 0 news_total_pos_kw_lags_5_days 0 news_total_pos_kw_lags_6_days 0 news_total_pos_kw_lags_7_days 0 news_total_neg_kw_ma_3_days 0 news_total_neg_kw_ma_7_days 0 news_total_neg_kw_lags_1_days 0 news_total_neg_kw_lags_2_days 0 news_total_neg_kw_lags_3_days 0 news_total_neg_kw_lags_4_days 0 news_total_neg_kw_lags_5_days 0 news_total_neg_kw_lags_6_days 0 news_total_neg_kw_lags_7_days 0 news_llm_sentiment_ma_3_days 0 news_llm_sentiment_ma_7_days 0 news_llm_sentiment_lags_1_days 0 news_llm_sentiment_lags_2_days 0 news_llm_sentiment_lags_3_days 0 news_llm_sentiment_lags_4_days 0 news_llm_sentiment_lags_5_days 0 news_llm_sentiment_lags_6_days 0 news_llm_sentiment_lags_7_days 0 div_event_count_ma_3_days 0 div_event_count_ma_7_days 0 div_event_count_lags_1_days 0 div_event_count_lags_2_days 0 div_event_count_lags_3_days 0 div_event_count_lags_4_days 0 div_event_count_lags_5_days 0 div_event_count_lags_6_days 0 div_event_count_lags_7_days 0 div_total_vnd_ma_3_days 0 div_total_vnd_ma_7_days 0 div_total_vnd_lags_1_days 0 div_total_vnd_lags_2_days 0 div_total_vnd_lags_3_days 0 div_total_vnd_lags_4_days 0 div_total_vnd_lags_5_days 0 div_total_vnd_lags_6_days 0 div_total_vnd_lags_7_days 0 div_total_bonus_ratio_ma_3_days 0 div_total_bonus_ratio_ma_7_days 0 div_total_bonus_ratio_lags_1_days 0 div_total_bonus_ratio_lags_2_days 0 div_total_bonus_ratio_lags_3_days 0 div_total_bonus_ratio_lags_4_days 0 div_total_bonus_ratio_lags_5_days 0 div_total_bonus_ratio_lags_6_days 0 div_total_bonus_ratio_lags_7_days 0 it_event_count_ma_3_days 0 it_event_count_ma_7_days 0 it_event_count_lags_1_days 0 it_event_count_lags_2_days 0 it_event_count_lags_3_days 0 it_event_count_lags_4_days 0 it_event_count_lags_5_days 0 it_event_count_lags_6_days 0 it_event_count_lags_7_days 0 it_total_executed_vol_ma_3_days 0 it_total_executed_vol_ma_7_days 0 it_total_executed_vol_lags_1_days 0 it_total_executed_vol_lags_2_days 0 it_total_executed_vol_lags_3_days 0 it_total_executed_vol_lags_4_days 0 it_total_executed_vol_lags_5_days 0 it_total_executed_vol_lags_6_days 0 it_total_executed_vol_lags_7_days 0 meeting_event_count_ma_3_days 0 meeting_event_count_ma_7_days 0 meeting_event_count_lags_1_days 0 meeting_event_count_lags_2_days 0 meeting_event_count_lags_3_days 0 meeting_event_count_lags_4_days 0 meeting_event_count_lags_5_days 0 meeting_event_count_lags_6_days 0 meeting_event_count_lags_7_days 0 predict_value_ma_3_days 0 predict_value_ma_7_days 0 predict_value_lags_1_days 0 predict_value_lags_2_days 0 predict_value_lags_3_days 0 predict_value_lags_4_days 0 predict_value_lags_5_days 0 predict_value_lags_6_days 0 predict_value_lags_7_days 0 dtype: int64 Thống kê các giá trị:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 | 458.00 |
| mean | 105,345.94 | 3,489,177.99 | 0.00 | 1.19 | 1.02 | 0.01 | 0.19 | 1.51 | 1,000.00 | 3.42 | 1.10 | -882,110.04 | 1.00 | 107,770.75 | 105,175.69 | 104,819.04 | 105,177.60 | 105,003.54 | 104,825.38 | 104,642.48 | 104,458.51 | 104,279.83 | 104,099.35 | 3,478,500.68 | 3,460,169.49 | 3,478,784.98 | 3,467,539.08 | 3,457,749.74 | 3,453,058.25 | 3,440,088.69 | 3,434,787.69 | 3,428,646.97 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.19 | 1.18 | 1.19 | 1.18 | 1.18 | 1.17 | 1.17 | 1.16 | 1.16 | 1.02 | 1.02 | 1.02 | 1.02 | 1.02 | 1.02 | 1.02 | 1.02 | 1.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.19 | 0.19 | 0.19 | 0.19 | 0.19 | 0.19 | 0.19 | 0.19 | 0.19 | 1.52 | 1.52 | 1.52 | 1.52 | 1.52 | 1.52 | 1.52 | 1.53 | 1.53 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 3.44 | 3.46 | 3.44 | 3.45 | 3.46 | 3.48 | 3.49 | 3.51 | 3.52 | 1.10 | 1.10 | 1.10 | 1.10 | 1.10 | 1.10 | 1.10 | 1.10 | 1.12 | -886,476.86 | -895,210.48 | -886,476.86 | -890,843.67 | -895,210.48 | -899,577.29 | -903,944.10 | -908,310.92 | -899,676.33 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 107,608.60 | 107,282.99 | 107,608.88 | 107,446.18 | 107,283.57 | 107,120.66 | 106,957.26 | 106,793.63 | 106,630.26 |
| std | 29,436.16 | 2,319,551.00 | 0.01 | 0.47 | 0.94 | 0.11 | 0.45 | 0.50 | 0.00 | 3.34 | 0.53 | 1,388,296.11 | 0.00 | 25,395.53 | 29,460.88 | 29,506.48 | 29,481.47 | 29,525.53 | 29,564.28 | 29,596.61 | 29,628.24 | 29,665.60 | 29,699.24 | 1,945,145.37 | 1,742,868.69 | 2,318,086.58 | 2,319,391.52 | 2,321,016.93 | 2,324,214.88 | 2,324,195.89 | 2,328,309.78 | 2,331,922.71 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.39 | 0.32 | 0.46 | 0.45 | 0.45 | 0.44 | 0.43 | 0.42 | 0.41 | 0.89 | 0.86 | 0.94 | 0.94 | 0.94 | 0.94 | 0.94 | 0.94 | 0.94 | 0.08 | 0.06 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.11 | 0.30 | 0.22 | 0.45 | 0.45 | 0.45 | 0.45 | 0.45 | 0.45 | 0.45 | 0.50 | 0.49 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.32 | 3.28 | 3.34 | 3.33 | 3.33 | 3.33 | 3.33 | 3.33 | 3.33 | 0.52 | 0.49 | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | 0.53 | 0.65 | 1,384,368.02 | 1,381,007.48 | 1,394,949.57 | 1,401,557.81 | 1,408,121.47 | 1,414,641.17 | 1,421,117.51 | 1,427,551.08 | 1,432,883.45 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 25,428.06 | 25,488.06 | 25,441.86 | 25,488.55 | 25,533.94 | 25,578.73 | 25,623.25 | 25,667.06 | 25,709.30 |
| min | 59,166.00 | 614,040.00 | -0.05 | 1.00 | 0.00 | 0.00 | -1.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -4,000,000.00 | 1.00 | 63,607.71 | 58,581.67 | 57,955.57 | 58,801.00 | 57,778.00 | 57,705.00 | 57,632.00 | 57,340.00 | 57,267.00 | 57,267.00 | 725,213.33 | 834,177.14 | 614,040.00 | 614,040.00 | 614,040.00 | 614,040.00 | 479,940.00 | 422,140.00 | 422,140.00 | -0.03 | -0.02 | -0.05 | -0.05 | -0.05 | -0.05 | -0.05 | -0.05 | -0.05 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | -0.67 | -0.29 | -1.00 | -1.00 | -1.00 | -1.00 | -1.00 | -1.00 | -1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | -4,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 63,315.57 | 63,009.52 | 63,361.45 | 62,977.55 | 62,977.55 | 62,886.81 | 62,659.71 | 62,552.63 | 62,552.63 |
| 25% | 80,068.50 | 1,852,500.00 | -0.01 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1,000.00 | 0.00 | 1.00 | -2,000,000.00 | 1.00 | 89,935.33 | 80,097.17 | 80,053.14 | 79,939.50 | 79,853.50 | 79,832.00 | 79,832.00 | 79,768.25 | 79,682.50 | 79,596.50 | 2,054,166.67 | 2,297,500.00 | 1,850,000.00 | 1,842,500.00 | 1,832,500.00 | 1,807,500.00 | 1,800,000.00 | 1,785,000.00 | 1,780,000.00 | -0.00 | -0.00 | -0.01 | -0.01 | -0.01 | -0.01 | -0.01 | -0.01 | -0.01 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | -2,000,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 87,771.81 | 87,841.53 | 86,441.99 | 85,173.24 | 85,068.59 | 84,991.48 | 84,949.98 | 84,915.76 | 84,858.90 |
| 50% | 99,018.00 | 2,860,000.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -60,000.00 | 1.00 | 102,222.91 | 98,817.83 | 98,349.57 | 98,846.00 | 98,760.00 | 98,674.50 | 98,632.00 | 98,460.00 | 98,073.50 | 97,859.00 | 3,050,000.00 | 3,160,714.29 | 2,855,000.00 | 2,850,000.00 | 2,845,000.00 | 2,830,000.00 | 2,820,000.00 | 2,820,000.00 | 2,815,000.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.71 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 1.93 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.19 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -60,000.00 | -60,000.00 | -60,000.00 | -60,000.00 | -60,000.00 | -60,000.00 | -60,000.00 | -60,000.00 | -60,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 101,993.47 | 101,887.11 | 102,222.91 | 102,159.41 | 102,095.90 | 101,927.06 | 101,757.54 | 101,744.85 | 101,732.83 |
| 75% | 133,071.00 | 4,305,000.00 | 0.01 | 1.00 | 2.00 | 0.00 | 0.00 | 2.00 | 1,000.00 | 6.67 | 1.00 | -35,000.00 | 1.00 | 134,922.23 | 133,121.17 | 133,422.46 | 133,071.00 | 133,071.00 | 133,046.25 | 132,972.00 | 132,972.00 | 132,947.25 | 132,873.00 | 4,223,333.33 | 4,188,571.43 | 4,260,000.00 | 4,257,500.00 | 4,240,000.00 | 4,240,000.00 | 4,207,500.00 | 4,207,500.00 | 4,207,500.00 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 1.33 | 1.29 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.29 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -35,000.00 | -53,692.86 | -35,000.00 | -35,000.00 | -35,000.00 | -35,000.00 | -35,000.00 | -35,000.00 | -35,000.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 134,826.68 | 134,606.08 | 134,878.99 | 134,790.89 | 134,722.48 | 134,517.27 | 134,202.25 | 134,031.92 | 134,006.30 |
| max | 154,300.00 | 15,380,000.00 | 0.07 | 3.00 | 3.00 | 1.00 | 1.00 | 2.00 | 1,000.00 | 6.67 | 4.00 | 603,600.00 | 1.00 | 137,643.98 | 152,466.67 | 150,800.00 | 154,300.00 | 154,300.00 | 154,300.00 | 154,300.00 | 154,300.00 | 154,300.00 | 154,300.00 | 11,516,666.67 | 9,788,571.43 | 15,380,000.00 | 15,380,000.00 | 15,380,000.00 | 15,380,000.00 | 15,380,000.00 | 15,380,000.00 | 15,380,000.00 | 0.04 | 0.02 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 2.29 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.67 | 0.43 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.86 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 1,000.00 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 6.67 | 4.00 | 4.00 | 4.00 | 4.00 | 4.00 | 4.00 | 4.00 | 4.00 | 9.00 | 603,600.00 | 603,600.00 | 603,600.00 | 603,600.00 | 603,600.00 | 603,600.00 | 603,600.00 | 603,600.00 | 1,954,643.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 137,603.74 | 137,554.92 | 137,643.98 | 137,643.98 | 137,643.98 | 137,643.98 | 137,643.98 | 137,643.98 | 137,643.98 |
Close 332 Volume 321 Change % 277 news_count 3 news_total_pos_kw 4 news_total_neg_kw 2 news_llm_sentiment 3 div_event_count 2 div_total_vnd 1 div_total_bonus_ratio 2 it_event_count 2 it_total_executed_vol 9 meeting_event_count 1 predict_value 311 Close_ma_3_days 416 Close_ma_7_days 446 Close_lags_1_days 332 Close_lags_2_days 332 Close_lags_3_days 332 Close_lags_4_days 332 Close_lags_5_days 332 Close_lags_6_days 332 Close_lags_7_days 331 Volume_ma_3_days 404 Volume_ma_7_days 433 Volume_lags_1_days 321 Volume_lags_2_days 321 Volume_lags_3_days 322 Volume_lags_4_days 323 Volume_lags_5_days 323 Volume_lags_6_days 324 Volume_lags_7_days 325 Change %_ma_3_days 440 Change %_ma_7_days 448 Change %_lags_1_days 277 Change %_lags_2_days 278 Change %_lags_3_days 278 Change %_lags_4_days 277 Change %_lags_5_days 276 Change %_lags_6_days 275 Change %_lags_7_days 276 news_count_ma_3_days 7 news_count_ma_7_days 12 news_count_lags_1_days 3 news_count_lags_2_days 3 news_count_lags_3_days 3 news_count_lags_4_days 3 news_count_lags_5_days 3 news_count_lags_6_days 3 news_count_lags_7_days 3 news_total_pos_kw_ma_3_days 7 news_total_pos_kw_ma_7_days 15 news_total_pos_kw_lags_1_days 4 news_total_pos_kw_lags_2_days 4 news_total_pos_kw_lags_3_days 4 news_total_pos_kw_lags_4_days 4 news_total_pos_kw_lags_5_days 4 news_total_pos_kw_lags_6_days 4 news_total_pos_kw_lags_7_days 4 news_total_neg_kw_ma_3_days 3 news_total_neg_kw_ma_7_days 4 news_total_neg_kw_lags_1_days 2 news_total_neg_kw_lags_2_days 2 news_total_neg_kw_lags_3_days 2 news_total_neg_kw_lags_4_days 2 news_total_neg_kw_lags_5_days 2 news_total_neg_kw_lags_6_days 2 news_total_neg_kw_lags_7_days 2 news_llm_sentiment_ma_3_days 6 news_llm_sentiment_ma_7_days 9 news_llm_sentiment_lags_1_days 3 news_llm_sentiment_lags_2_days 3 news_llm_sentiment_lags_3_days 3 news_llm_sentiment_lags_4_days 3 news_llm_sentiment_lags_5_days 3 news_llm_sentiment_lags_6_days 3 news_llm_sentiment_lags_7_days 3 div_event_count_ma_3_days 4 div_event_count_ma_7_days 8 div_event_count_lags_1_days 2 div_event_count_lags_2_days 2 div_event_count_lags_3_days 2 div_event_count_lags_4_days 2 div_event_count_lags_5_days 2 div_event_count_lags_6_days 2 div_event_count_lags_7_days 2 div_total_vnd_ma_3_days 1 div_total_vnd_ma_7_days 1 div_total_vnd_lags_1_days 1 div_total_vnd_lags_2_days 1 div_total_vnd_lags_3_days 1 div_total_vnd_lags_4_days 1 div_total_vnd_lags_5_days 1 div_total_vnd_lags_6_days 1 div_total_vnd_lags_7_days 1 div_total_bonus_ratio_ma_3_days 5 div_total_bonus_ratio_ma_7_days 9 div_total_bonus_ratio_lags_1_days 2 div_total_bonus_ratio_lags_2_days 2 div_total_bonus_ratio_lags_3_days 2 div_total_bonus_ratio_lags_4_days 2 div_total_bonus_ratio_lags_5_days 2 div_total_bonus_ratio_lags_6_days 2 div_total_bonus_ratio_lags_7_days 2 it_event_count_ma_3_days 4 it_event_count_ma_7_days 8 it_event_count_lags_1_days 2 it_event_count_lags_2_days 2 it_event_count_lags_3_days 2 it_event_count_lags_4_days 2 it_event_count_lags_5_days 2 it_event_count_lags_6_days 2 it_event_count_lags_7_days 3 it_total_executed_vol_ma_3_days 25 it_total_executed_vol_ma_7_days 57 it_total_executed_vol_lags_1_days 9 it_total_executed_vol_lags_2_days 9 it_total_executed_vol_lags_3_days 9 it_total_executed_vol_lags_4_days 9 it_total_executed_vol_lags_5_days 9 it_total_executed_vol_lags_6_days 9 it_total_executed_vol_lags_7_days 10 meeting_event_count_ma_3_days 1 meeting_event_count_ma_7_days 1 meeting_event_count_lags_1_days 1 meeting_event_count_lags_2_days 1 meeting_event_count_lags_3_days 1 meeting_event_count_lags_4_days 1 meeting_event_count_lags_5_days 1 meeting_event_count_lags_6_days 1 meeting_event_count_lags_7_days 1 predict_value_ma_3_days 390 predict_value_ma_7_days 406 predict_value_lags_1_days 312 predict_value_lags_2_days 313 predict_value_lags_3_days 314 predict_value_lags_4_days 315 predict_value_lags_5_days 316 predict_value_lags_6_days 317 predict_value_lags_7_days 318 dtype: int64 Các giá trị độc nhất của từng trường dữ liệu: Close: [59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0, 62307.0, 61065.0, 61795.0, 62015.0, 61649.0, 61503.0]..., số giá trị độc nhất: 332 Volume: [1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0, 710580.0, 973230.0, 1890000.0, 679770.0, 933420.0, 1650000.0, 899560.0]..., số giá trị độc nhất: 321 Change %: [0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996, -0.0165, 0.012, -0.0059, -0.0024, 0.0048]..., số giá trị độc nhất: 277 news_count: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_total_pos_kw: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_neg_kw: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 div_event_count: [2.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd: [1000.0]..., số giá trị độc nhất: 1 div_total_bonus_ratio: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 it_event_count: [1.0, 4.0]..., số giá trị độc nhất: 2 it_total_executed_vol: [-4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 9 meeting_event_count: [1.0]..., số giá trị độc nhất: 1 predict_value: [63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41, 65503.99, 65507.85, 65534.06, 65618.61, 65399.188, 65503.727, 65759.06]..., số giá trị độc nhất: 311 Close_ma_3_days: [58581.666666666664, 59166.0, 59409.333333333336, 59872.0, 60188.666666666664, 60432.0, 60212.666666666664, 59847.333333333336, 60018.0, 60286.0, 60724.333333333336, 60919.0, 61162.333333333336, 61259.666666666664, 61211.0, 61430.333333333336, 61868.666666666664, 62161.0, 61820.0, 61649.333333333336]..., số giá trị độc nhất: 416 Close_ma_7_days: [57955.57142857143, 58279.0, 58592.0, 59009.42857142857, 59406.0, 59760.71428571428, 59917.142857142855, 59948.42857142857, 60125.857142857145, 60292.857142857145, 60313.71428571428, 60438.857142857145, 60605.857142857145, 60762.42857142857, 61023.28571428572, 61211.142857142855, 61440.71428571428, 61639.0, 61597.28571428572, 61649.42857142857]..., số giá trị độc nhất: 446 Close_lags_1_days: [58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0, 62307.0, 61065.0, 61795.0, 62015.0, 61649.0]..., số giá trị độc nhất: 332 Close_lags_2_days: [57778.0, 58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0, 62307.0, 61065.0, 61795.0, 62015.0]..., số giá trị độc nhất: 332 Close_lags_3_days: [57705.0, 57778.0, 58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0, 62307.0, 61065.0, 61795.0]..., số giá trị độc nhất: 332 Close_lags_4_days: [57632.0, 57705.0, 57778.0, 58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0, 62307.0, 61065.0]..., số giá trị độc nhất: 332 Close_lags_5_days: [57340.0, 57632.0, 57705.0, 57778.0, 58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0, 62307.0]..., số giá trị độc nhất: 332 Close_lags_6_days: [57267.0, 57340.0, 57632.0, 57705.0, 57778.0, 58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0]..., số giá trị độc nhất: 332 Close_lags_7_days: [57340.0, 57267.0, 57632.0, 57705.0, 57778.0, 58801.0, 59166.0, 59531.0, 60554.0, 60481.0, 60261.0, 59896.0, 59385.0, 60773.0, 60700.0, 61357.0, 61430.0, 60992.0, 61211.0, 62088.0]..., số giá trị độc nhất: 331 Volume_ma_3_days: [1099793.3333333333, 1226666.6666666667, 1180000.0, 1450000.0, 1586666.6666666667, 1403973.3333333333, 1010046.6666666666, 741393.3333333334, 1084086.6666666667, 1174680.0, 1356666.6666666667, 1496666.6666666667, 1486666.6666666667, 1336860.0, 931270.0, 1191270.0, 1181000.0, 1167730.0, 1087730.0, 1160993.3333333333]..., số giá trị độc nhất: 404 Volume_ma_7_days: [834177.1428571428, 918157.1428571428, 1033880.0, 1212265.7142857143, 1295625.7142857143, 1311702.857142857, 1231448.5714285714, 1142025.7142857143, 1250597.142857143, 1229168.5714285714, 1102025.7142857143, 1212025.7142857143, 1264608.5714285714, 1242088.5714285714, 1293401.4285714286, 1310544.2857142857, 1244797.142857143, 1212428.5714285714, 1135285.7142857143, 1105222.857142857]..., số giá trị độc nhất: 433 Volume_lags_1_days: [1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0, 710580.0, 973230.0, 1890000.0, 679770.0, 933420.0, 1650000.0]..., số giá trị độc nhất: 321 Volume_lags_2_days: [629380.0, 1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0, 710580.0, 973230.0, 1890000.0, 679770.0, 933420.0]..., số giá trị độc nhất: 321 Volume_lags_3_days: [836480.0, 629380.0, 1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0, 710580.0, 973230.0, 1890000.0, 679770.0]..., số giá trị độc nhất: 322 Volume_lags_4_days: [801300.0, 836480.0, 629380.0, 1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0, 710580.0, 973230.0, 1890000.0]..., số giá trị độc nhất: 323 Volume_lags_5_days: [479940.0, 801300.0, 836480.0, 629380.0, 1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0, 710580.0, 973230.0]..., số giá trị độc nhất: 323 Volume_lags_6_days: [422140.0, 479940.0, 801300.0, 836480.0, 629380.0, 1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0, 710580.0]..., số giá trị độc nhất: 324 Volume_lags_7_days: [657550.0, 422140.0, 479940.0, 801300.0, 836480.0, 629380.0, 1430000.0, 1240000.0, 1010000.0, 1290000.0, 2049999.9999999998, 1420000.0, 741920.0, 868220.0, 614040.0, 1770000.0, 1140000.0, 1160000.0, 2190000.0, 1110000.0]..., số giá trị độc nhất: 325 Change %_ma_3_days: [0.0084, 0.010033333333333332, 0.004133333333333332, 0.007799999999999999, 0.005333333333333332, 0.004133333333333333, -0.0036333333333333343, -0.006066666666666668, 0.0029333333333333308, 0.004566666666666664, 0.007399999999999998, 0.0031999999999999993, 0.003999999999999999, 0.0016333333333333323, -0.0007666666666666678, 0.003599999999999999, 0.007133333333333332, 0.004766666666666666, -0.005500000000000001, -0.002666666666666668]..., số giá trị độc nhất: 440 Change %_ma_7_days: [0.004514285714285714, 0.005585714285714286, 0.0054, 0.0071285714285714286, 0.006771428571428572, 0.006071428571428572, 0.0026714285714285716, 0.0005714285714285715, 0.003028571428571428, 0.0028571428571428567, 0.0003999999999999996, 0.002114285714285714, 0.0027999999999999995, 0.002657142857142857, 0.004385714285714285, 0.003085714285714286, 0.0037571428571428573, 0.0032571428571428573, -0.0006428571428571429, 0.0009]..., số giá trị độc nhất: 448 Change %_lags_1_days: [0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996, -0.0165, 0.012, -0.0059, -0.0024]..., số giá trị độc nhất: 277 Change %_lags_2_days: [0.0013, 0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996, -0.0165, 0.012, -0.0059]..., số giá trị độc nhất: 278 Change %_lags_3_days: [0.0013, 0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996, -0.0165, 0.012, -0.0059]..., số giá trị độc nhất: 278 Change %_lags_4_days: [0.0051, 0.0013, 0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996, -0.0165, 0.012]..., số giá trị độc nhất: 277 Change %_lags_5_days: [0.0013, 0.0051, 0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996, -0.0165, 0.012]..., số giá trị độc nhất: 276 Change %_lags_6_days: [-0.0013, 0.0013, 0.0051, 0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996, -0.0165]..., số giá trị độc nhất: 275 Change %_lags_7_days: [0.0129, -0.0013, 0.0013, 0.0051, 0.0177, 0.0062, 0.0, 0.0172, -0.0012, -0.0036, -0.0060999999999999995, -0.0085, 0.023399999999999997, 0.0108, 0.0012, -0.0070999999999999995, 0.0036, 0.0143, 0.0034999999999999996, -0.0034999999999999996]..., số giá trị độc nhất: 276 news_count_ma_3_days: [1.0, 1.3333333333333333, 1.6666666666666667, 2.0, 2.3333333333333335, 3.0, 2.6666666666666665]..., số giá trị độc nhất: 7 news_count_ma_7_days: [1.0, 1.1428571428571428, 1.2857142857142858, 1.4285714285714286, 1.5714285714285714, 1.8571428571428572, 2.0, 1.7142857142857142, 2.142857142857143, 2.4285714285714284, 2.7142857142857144, 3.0]..., số giá trị độc nhất: 12 news_count_lags_1_days: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_count_lags_2_days: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_count_lags_3_days: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_count_lags_4_days: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_count_lags_5_days: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_count_lags_6_days: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_count_lags_7_days: [1.0, 2.0, 3.0]..., số giá trị độc nhất: 3 news_total_pos_kw_ma_3_days: [2.0, 1.3333333333333333, 0.6666666666666666, 0.0, 0.3333333333333333, 1.0, 3.0]..., số giá trị độc nhất: 7 news_total_pos_kw_ma_7_days: [2.0, 1.7142857142857142, 1.4285714285714286, 1.1428571428571428, 0.8571428571428571, 0.5714285714285714, 0.2857142857142857, 0.14285714285714285, 0.0, 0.42857142857142855, 0.7142857142857143, 1.0, 1.2857142857142858, 2.142857142857143, 2.2857142857142856]..., số giá trị độc nhất: 15 news_total_pos_kw_lags_1_days: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_pos_kw_lags_2_days: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_pos_kw_lags_3_days: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_pos_kw_lags_4_days: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_pos_kw_lags_5_days: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_pos_kw_lags_6_days: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_pos_kw_lags_7_days: [2.0, 0.0, 1.0, 3.0]..., số giá trị độc nhất: 4 news_total_neg_kw_ma_3_days: [0.0, 0.3333333333333333, 0.6666666666666666]..., số giá trị độc nhất: 3 news_total_neg_kw_ma_7_days: [0.0, 0.14285714285714285, 0.2857142857142857, 0.42857142857142855]..., số giá trị độc nhất: 4 news_total_neg_kw_lags_1_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_total_neg_kw_lags_2_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_total_neg_kw_lags_3_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_total_neg_kw_lags_4_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_total_neg_kw_lags_5_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_total_neg_kw_lags_6_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_total_neg_kw_lags_7_days: [0.0, 1.0]..., số giá trị độc nhất: 2 news_llm_sentiment_ma_3_days: [0.0, 0.3333333333333333, 0.6666666666666666, 1.0, -0.3333333333333333, -0.6666666666666666]..., số giá trị độc nhất: 6 news_llm_sentiment_ma_7_days: [0.0, 0.14285714285714285, 0.2857142857142857, 0.42857142857142855, 0.5714285714285714, 0.7142857142857143, 0.8571428571428571, -0.14285714285714285, -0.2857142857142857]..., số giá trị độc nhất: 9 news_llm_sentiment_lags_1_days: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 news_llm_sentiment_lags_2_days: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 news_llm_sentiment_lags_3_days: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 news_llm_sentiment_lags_4_days: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 news_llm_sentiment_lags_5_days: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 news_llm_sentiment_lags_6_days: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 news_llm_sentiment_lags_7_days: [0.0, 1.0, -1.0]..., số giá trị độc nhất: 3 div_event_count_ma_3_days: [2.0, 1.6666666666666667, 1.3333333333333333, 1.0]..., số giá trị độc nhất: 4 div_event_count_ma_7_days: [2.0, 1.8571428571428572, 1.7142857142857142, 1.5714285714285714, 1.4285714285714286, 1.2857142857142858, 1.1428571428571428, 1.0]..., số giá trị độc nhất: 8 div_event_count_lags_1_days: [2.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_2_days: [2.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_3_days: [2.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_4_days: [2.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_5_days: [2.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_6_days: [2.0, 1.0]..., số giá trị độc nhất: 2 div_event_count_lags_7_days: [2.0, 1.0]..., số giá trị độc nhất: 2 div_total_vnd_ma_3_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_ma_7_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_lags_1_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_lags_2_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_lags_3_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_lags_4_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_lags_5_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_lags_6_days: [1000.0]..., số giá trị độc nhất: 1 div_total_vnd_lags_7_days: [1000.0]..., số giá trị độc nhất: 1 div_total_bonus_ratio_ma_3_days: [6.666666666666667, 4.444444444444444, 2.2222222222222223, 0.0, 4.444444444444445]..., số giá trị độc nhất: 5 div_total_bonus_ratio_ma_7_days: [6.666666666666667, 5.714285714285714, 4.761904761904762, 3.8095238095238098, 2.857142857142857, 1.904761904761905, 0.9523809523809524, 0.0, 1.9047619047619049]..., số giá trị độc nhất: 9 div_total_bonus_ratio_lags_1_days: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_2_days: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_3_days: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_4_days: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_5_days: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_6_days: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 div_total_bonus_ratio_lags_7_days: [6.666666666666667, 0.0]..., số giá trị độc nhất: 2 it_event_count_ma_3_days: [1.0, 2.0, 3.0, 4.0]..., số giá trị độc nhất: 4 it_event_count_ma_7_days: [1.0, 1.4285714285714286, 1.8571428571428572, 2.2857142857142856, 2.7142857142857144, 3.142857142857143, 3.5714285714285716, 4.0]..., số giá trị độc nhất: 8 it_event_count_lags_1_days: [1.0, 4.0]..., số giá trị độc nhất: 2 it_event_count_lags_2_days: [1.0, 4.0]..., số giá trị độc nhất: 2 it_event_count_lags_3_days: [1.0, 4.0]..., số giá trị độc nhất: 2 it_event_count_lags_4_days: [1.0, 4.0]..., số giá trị độc nhất: 2 it_event_count_lags_5_days: [1.0, 4.0]..., số giá trị độc nhất: 2 it_event_count_lags_6_days: [1.0, 4.0]..., số giá trị độc nhất: 2 it_event_count_lags_7_days: [9.0, 1.0, 4.0]..., số giá trị độc nhất: 3 it_total_executed_vol_ma_3_days: [-4000000.0, -2465466.6666666665, -930933.3333333334, 603600.0, 69066.66666666667, -465466.6666666667, -1000000.0, -483333.3333333333, 33333.333333333336, 550000.0, 366666.6666666667, 183333.33333333334, 0.0, -11666.666666666666, -23333.333333333332, -35000.0, -56666.666666666664, -78333.33333333333, -100000.0, -86666.66666666667]..., số giá trị độc nhất: 25 it_total_executed_vol_ma_7_days: [-4000000.0, -3342342.8571428573, -2684685.714285714, -2027028.5714285714, -1369371.4285714286, -711714.2857142857, -54057.142857142855, 603600.0, 374514.28571428574, 145428.57142857142, -83657.14285714286, -312742.85714285716, -541828.5714285715, -770914.2857142857, -1000000.0, -778571.4285714285, -557142.8571428572, -335714.28571428574, -114285.71428571429, 107142.85714285714]..., số giá trị độc nhất: 57 it_total_executed_vol_lags_1_days: [-4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 9 it_total_executed_vol_lags_2_days: [-4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 9 it_total_executed_vol_lags_3_days: [-4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 9 it_total_executed_vol_lags_4_days: [-4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 9 it_total_executed_vol_lags_5_days: [-4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 9 it_total_executed_vol_lags_6_days: [-4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 9 it_total_executed_vol_lags_7_days: [1954643.0, -4000000.0, 603600.0, -1000000.0, 550000.0, 0.0, -35000.0, -100000.0, -60000.0, -2000000.0]..., số giá trị độc nhất: 10 meeting_event_count_ma_3_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_ma_7_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_1_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_2_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_3_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_4_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_5_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_6_days: [1.0]..., số giá trị độc nhất: 1 meeting_event_count_lags_7_days: [1.0]..., số giá trị độc nhất: 1 predict_value_ma_3_days: [63315.568999999996, 63690.12899999999, 63929.44133333333, 64468.499, 64742.619999999995, 64947.62666666667, 64684.94533333334, 64381.984333333334, 64629.136666666665, 64952.026000000005, 65417.026000000005, 65461.84033333333, 65539.47566666667, 65570.90333333334, 65593.60333333333, 65550.08333333333, 65560.10666666667, 65525.323333333334, 65562.24333333333, 65517.28599999999]..., số giá trị độc nhất: 390 predict_value_ma_7_days: [63009.51657142857, 63230.74428571429, 63433.555714285714, 63767.56542857143, 64039.39914285714, 64284.66528571428, 64438.291428571436, 64496.43428571429, 64687.09714285714, 64876.542, 64902.945857142855, 64995.334428571434, 65130.19157142857, 65282.64214285714, 65514.59971428571, 65524.882999999994, 65543.24814285713, 65561.01285714285, 65567.91285714286, 65533.73828571428]..., số giá trị độc nhất: 406 predict_value_lags_1_days: [63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41, 65503.99, 65507.85, 65534.06, 65618.61, 65399.188, 65503.727]..., số giá trị độc nhất: 312 predict_value_lags_2_days: [62977.547, 63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41, 65503.99, 65507.85, 65534.06, 65618.61, 65399.188]..., số giá trị độc nhất: 313 predict_value_lags_3_days: [63020.754, 62977.547, 63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41, 65503.99, 65507.85, 65534.06, 65618.61]..., số giá trị độc nhất: 314 predict_value_lags_4_days: [62886.812, 63020.754, 62977.547, 63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41, 65503.99, 65507.85, 65534.06]..., số giá trị độc nhất: 315 predict_value_lags_5_days: [62659.71, 62886.812, 63020.754, 62977.547, 63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41, 65503.99, 65507.85]..., số giá trị độc nhất: 316 predict_value_lags_6_days: [62552.633, 62659.71, 62886.812, 63020.754, 62977.547, 63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41, 65503.99]..., số giá trị độc nhất: 317 predict_value_lags_7_days: [62673.88, 62552.633, 62659.71, 62886.812, 63020.754, 62977.547, 63361.453, 63607.707, 64101.227, 64079.39, 65224.88, 64923.59, 64694.41, 64436.836, 64014.707, 65435.867, 65405.504, 65409.707, 65570.31, 65638.41]..., số giá trị độc nhất: 318 Các bản ghi bị trùng:
| Close | Volume | Change % | news_count | news_total_pos_kw | news_total_neg_kw | news_llm_sentiment | div_event_count | div_total_vnd | div_total_bonus_ratio | it_event_count | it_total_executed_vol | meeting_event_count | predict_value | Close_ma_3_days | Close_ma_7_days | Close_lags_1_days | Close_lags_2_days | Close_lags_3_days | Close_lags_4_days | Close_lags_5_days | Close_lags_6_days | Close_lags_7_days | Volume_ma_3_days | Volume_ma_7_days | Volume_lags_1_days | Volume_lags_2_days | Volume_lags_3_days | Volume_lags_4_days | Volume_lags_5_days | Volume_lags_6_days | Volume_lags_7_days | Change %_ma_3_days | Change %_ma_7_days | Change %_lags_1_days | Change %_lags_2_days | Change %_lags_3_days | Change %_lags_4_days | Change %_lags_5_days | Change %_lags_6_days | Change %_lags_7_days | news_count_ma_3_days | news_count_ma_7_days | news_count_lags_1_days | news_count_lags_2_days | news_count_lags_3_days | news_count_lags_4_days | news_count_lags_5_days | news_count_lags_6_days | news_count_lags_7_days | news_total_pos_kw_ma_3_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_total_neg_kw_lags_1_days | news_total_neg_kw_lags_2_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_7_days | news_llm_sentiment_ma_3_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_lags_1_days | news_llm_sentiment_lags_2_days | news_llm_sentiment_lags_3_days | news_llm_sentiment_lags_4_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_7_days | div_event_count_ma_3_days | div_event_count_ma_7_days | div_event_count_lags_1_days | div_event_count_lags_2_days | div_event_count_lags_3_days | div_event_count_lags_4_days | div_event_count_lags_5_days | div_event_count_lags_6_days | div_event_count_lags_7_days | div_total_vnd_ma_3_days | div_total_vnd_ma_7_days | div_total_vnd_lags_1_days | div_total_vnd_lags_2_days | div_total_vnd_lags_3_days | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_6_days | div_total_bonus_ratio_lags_7_days | it_event_count_ma_3_days | it_event_count_ma_7_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | it_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | it_total_executed_vol_ma_3_days | it_total_executed_vol_ma_7_days | it_total_executed_vol_lags_1_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_lags_4_days | it_total_executed_vol_lags_5_days | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_7_days | meeting_event_count_ma_3_days | meeting_event_count_ma_7_days | meeting_event_count_lags_1_days | meeting_event_count_lags_2_days | meeting_event_count_lags_3_days | meeting_event_count_lags_4_days | meeting_event_count_lags_5_days | meeting_event_count_lags_6_days | meeting_event_count_lags_7_days | predict_value_ma_3_days | predict_value_ma_7_days | predict_value_lags_1_days | predict_value_lags_2_days | predict_value_lags_3_days | predict_value_lags_4_days | predict_value_lags_5_days | predict_value_lags_6_days | predict_value_lags_7_days | |
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| Date |
Xây dựng mô hình¶
In [28]:
# Hàm đánh giá mô hình
def evaluate_model(y_true, y_pred, task_type='regression'):
"""
Đánh giá mô hình cho classification hoặc regression.
Với classification: tính Accuracy, Precision, Recall, F1-Score và hiển thị Confusion Matrix.
Với regression: tính MSE, MAE, RMSE và R2 Score.
"""
# Loại bỏ các giá trị NaN, inf
# valid_mask = np.isfinite(y_true) & np.isfinite(y_pred)
# y_true = y_true[valid_mask]
# y_pred = y_pred[valid_mask]
if task_type == 'classification':
y_pred_label = (y_pred > 0.5).astype(int)
acc = accuracy_score(y_true, y_pred_label)
prec = precision_score(y_true, y_pred_label)
rec = recall_score(y_true, y_pred_label)
f1 = f1_score(y_true, y_pred_label)
roc_auc = roc_auc_score(y_true, y_pred)
cm = confusion_matrix(y_true, y_pred_label)
report = classification_report(y_true, y_pred_label)
print("Classification Metrics:")
print(f" Accuracy: {acc:.4f}")
print(f" Precision: {prec:.4f}")
print(f" Recall: {rec:.4f}")
print(f" F1-Score: {f1:.4f}")
print(f" ROC_AUC: {roc_auc:.4f}")
print("Confusion Matrix:")
print(cm)
print("Classification Report:")
print(report)
return {
'Accuracy':acc,
'Precision':prec,
'Recall':rec,
'f1_score':f1,
'roc_auc':roc_auc
}
elif task_type == 'regression':
mse = mean_squared_error(y_true, y_pred)
mae = mean_absolute_error(y_true, y_pred)
rmse = np.sqrt(mse)
r2 = r2_score(y_true, y_pred)
print("Regression Metrics:")
print(f" MSE: {mse:.4f}")
print(f" MAE: {mae:.4f}")
print(f" RMSE: {rmse:.4f}")
print(f" R2 Score: {r2:.4f}")
return {
'mse':mse,
'mae':mae,
'rmse':rmse,
'r2_score':r2
}
else:
raise ValueError("task_type phải là 'regression' hoặc 'classification'")
return None
In [29]:
# Hàm xây dựng mô hình LSTM
def build_lstm_model(
input_shape,
task_type='regression',
lstm_units=[64, 32],
dropout_rates=[0.2, 0.2],
bidirectional=False,
use_batch_norm=False,
dense_units=[16],
dense_dropout_rates=[0.1],
optimizer='adam',
learning_rate=1e-5,
**kwargs
):
"""
Xây dựng mô hình LSTM phức tạp với các tiện ích sau:
- Nhiều lớp LSTM (tùy chọn Bidirectional)
- BatchNormalization
- Phần đầu Fully-connected (Dense layers)
Tham số:
input_shape: tuple, (timesteps, features)
task_type: 'regression' hoặc 'classification'
lstm_units: list int, số lượng units từng lớp LSTM
dropout_rates: list float, tỉ lệ dropout sau mỗi lớp LSTM
bidirectional: bool, sử dụng LSTM hai chiều hay không
use_batch_norm: bool, thêm BatchNormalization sau mỗi LSTM
dense_units: list int, số lượng units cho các lớp Dense
dense_dropout_rates: list float, dropout cho các lớp Dense
optimizer: 'adam' hoặc 'rmsprop' hoặc instance optimizer
learning_rate: float, learning rate khởi tạo
**kwargs: các tham số bổ sung (nếu có)
Trả về:
model: Keras Model đã compile sẵn
"""
# Lớp đầu vào
inputs = Input(shape=input_shape)
x = inputs
# Xếp chồng các lớp LSTM
for idx, units in enumerate(lstm_units):
return_sequences = idx < len(lstm_units) - 1
lstm_layer = LSTM(units, return_sequences=return_sequences)
if bidirectional:
x = Bidirectional(lstm_layer)(x)
else:
x = lstm_layer(x)
x = Dropout(dropout_rates[idx])(x)
if use_batch_norm:
x = BatchNormalization()(x)
# Phần đầu Fully-connected
for idx, units in enumerate(dense_units):
x = Dense(units, activation='relu')(x)
if dense_dropout_rates and idx < len(dense_dropout_rates):
x = Dropout(dense_dropout_rates[idx])(x)
# Lớp đầu ra
if task_type == 'classification':
activation = 'sigmoid'
loss = 'binary_crossentropy'
metrics = ['accuracy']
outputs = Dense(1, activation=activation)(x)
elif task_type == 'regression':
activation = 'linear'
loss = 'mse'
metrics = ['mae']
outputs = Dense(1, activation=activation)(x)
else:
raise ValueError("task_type phải là 'regression' hoặc 'classification'")
model = Model(inputs, outputs)
# Chọn optimizer
if isinstance(optimizer, str):
if optimizer.lower() == 'adam':
opt = Adam(learning_rate=learning_rate)
elif optimizer.lower() == 'rmsprop':
opt = RMSprop(learning_rate=learning_rate)
else:
raise ValueError(f"Chưa hỗ trợ optimizer: {optimizer}")
else:
opt = optimizer
model.compile(optimizer=opt, loss=loss, metrics=metrics)
return model
def fine_tune_lstm_model(
model,
X_train, y_train,
X_val=None, y_val=None,
epochs=1000,
batch_size=32,
model_dir='models',
checkpoint_name='best_model.keras',
early_stop_patience=15,
reduce_lr_patience=3,
tensorboard_logdir='logs',
verbose=1
):
"""
Fine-tune mô hình với các callbacks:
- Dừng sớm (EarlyStopping)
- Lưu mô hình tốt nhất (ModelCheckpoint)
- Giảm learning rate khi không cải thiện (ReduceLROnPlateau)
- Ghi log cho TensorBoard (TensorBoard)
Trả về:
history: Keras History object chứa lịch sử huấn luyện
"""
# Tạo thư mục lưu mô hình và logs
os.makedirs(model_dir, exist_ok=True)
os.makedirs(tensorboard_logdir, exist_ok=True)
callbacks = []
# Dừng sớm
callbacks.append(
EarlyStopping(
monitor='val_loss' if X_val is not None else 'loss',
patience=early_stop_patience,
restore_best_weights=True)
)
# Lưu mô hình tốt nhất
checkpoint_path = os.path.join(model_dir, checkpoint_name)
callbacks.append(
ModelCheckpoint(
filepath=checkpoint_path,
monitor='val_loss' if X_val is not None else 'loss',
save_best_only=True)
)
# Giảm learning rate khi plateau
callbacks.append(
ReduceLROnPlateau(
monitor='val_loss' if X_val is not None else 'loss',
factor=0.5,
patience=reduce_lr_patience)
)
# Ghi log cho TensorBoard
callbacks.append(
TensorBoard(log_dir=tensorboard_logdir)
)
# Huấn luyện mô hình
if X_val is not None and y_val is not None:
history = model.fit(
X_train, y_train,
validation_data=(X_val, y_val),
epochs=epochs,
batch_size=batch_size,
callbacks=callbacks,
verbose=verbose
)
else:
history = model.fit(
X_train, y_train,
epochs=epochs,
batch_size=batch_size,
callbacks=callbacks,
verbose=verbose
)
return history
In [30]:
def try_scalers(X, scalers):
best = {'scaler': None, 'score': float('inf'), 'X_scaled': None}
for scaler in scalers:
try:
Xs = scaler.fit_transform(X)
score = ((Xs - Xs.mean())**2).mean()
if score < best['score']:
best.update({'scaler': scaler, 'score': score, 'X_scaled': Xs})
except Exception:
continue
return best['scaler'], best['X_scaled']
def run_model_pipeline(features, task, model_type, build_lstm_model, fine_tune_lstm_model, evaluate_model,
test_size=0.3, random_state=42, return_importance=False):
X = features.drop(columns='Target')
y = features['Target']
split_idx = int((1 - test_size) * len(features))
X_train, X_val = X.iloc[:split_idx].values, X.iloc[split_idx:].values
y_train, y_val = y.iloc[:split_idx].values, y.iloc[split_idx:].values
scalers = [
RobustScaler(), MinMaxScaler(), StandardScaler(), MaxAbsScaler(),
QuantileTransformer(output_distribution='normal'), PowerTransformer(method='yeo-johnson')
]
x_scaler, X_train_scaled = try_scalers(X_train, scalers)
X_val_scaled = x_scaler.transform(X_val)
y_scaler = None
if task == 'regression':
y_scalers = [MinMaxScaler(), StandardScaler(), RobustScaler()]
y_scaler, y_train_scaled = try_scalers(y_train.reshape(-1,1), y_scalers)
y_train_scaled = y_train_scaled.ravel()
y_val_scaled = y_scaler.transform(y_val.reshape(-1,1)).ravel()
else:
y_train_scaled, y_val_scaled = y_train, y_val
y_scalers = None
if model_type == 'lstm':
X_train_in = X_train_scaled.reshape((len(X_train_scaled), 1, X_train_scaled.shape[1]))
X_val_in = X_val_scaled.reshape((len(X_val_scaled), 1, X_val_scaled.shape[1]))
model = build_lstm_model(input_shape=(1, X_train_scaled.shape[1]), task_type=task)
fine_tune_lstm_model(model, X_train_in, y_train_scaled, X_val_in, y_val_scaled)
y_pred_raw = model.predict(X_val_in).ravel()
importance_df = None
else:
if task == 'classification':
if model_type == 'rf':
base = RandomForestClassifier(random_state=random_state)
params = {'n_estimators': randint(50,200), 'max_depth': randint(3,10)}
elif model_type == 'lgb':
base = lgb.LGBMClassifier(random_state=random_state)
params = {'n_estimators': randint(50,200), 'num_leaves': randint(20,100)}
else:
base = xgb.XGBClassifier(use_label_encoder=False, eval_metric='logloss', random_state=random_state)
params = {'n_estimators': randint(50,200), 'max_depth': randint(3,10)}
else:
if model_type == 'rf':
base = RandomForestRegressor(random_state=random_state)
params = {'n_estimators': randint(50,200), 'max_depth': randint(3,10)}
elif model_type == 'lgb':
base = lgb.LGBMRegressor(random_state=random_state)
params = {'n_estimators': randint(50,200), 'num_leaves': randint(20,100)}
else:
base = xgb.XGBRegressor(random_state=random_state)
params = {'n_estimators': randint(50,200), 'max_depth': randint(3,10)}
search = RandomizedSearchCV(base, param_distributions=params, n_iter=20, cv=3, random_state=random_state)
search.fit(X_train_scaled, y_train_scaled)
model = search.best_estimator_
y_pred_raw = model.predict(X_val_scaled)
importance_df = None
if return_importance and hasattr(model, 'feature_importances_'):
importance_df = pd.DataFrame({
'feature': X.columns,
'importance': model.feature_importances_
}).sort_values(by='importance', ascending=False)
if task == 'regression' and y_scaler:
y_pred = y_scaler.inverse_transform(y_pred_raw.reshape(-1,1)).ravel()
y_true = y_val
else:
y_pred = y_pred_raw
y_true = y_val
metrics = evaluate_model(y_true, y_pred, task_type=task)
return model, x_scaler, y_scaler, y_pred, metrics, importance_df
def permutation_importance_lstm(features, task, build_lstm_model, fine_tune_lstm_model,
x_scaler, y_scaler=None, test_size=0.3, random_state=42, n_repeats=5):
from copy import deepcopy
# Tách dữ liệu
X = features.drop(columns='Target')
y = features['Target']
feature_names = X.columns.tolist()
split_idx = int((1 - test_size) * len(features))
X_train, X_val = X.iloc[:split_idx].values, X.iloc[split_idx:].values
y_train, y_val = y.iloc[:split_idx].values, y.iloc[split_idx:].values
# Scale dữ liệu
X_train_scaled = x_scaler.transform(X_train)
X_val_scaled = x_scaler.transform(X_val)
if task == 'regression':
if y_scaler is None:
raise ValueError("Với bài toán regression, cần cung cấp y_scaler.")
y_train_scaled = y_scaler.transform(y_train.reshape(-1, 1)).ravel()
y_val_scaled = y_scaler.transform(y_val.reshape(-1, 1)).ravel()
else:
y_train_scaled = y_train
y_val_scaled = y_val
# Reshape cho LSTM
X_train_lstm = X_train_scaled.reshape((X_train_scaled.shape[0], 1, X_train_scaled.shape[1]))
X_val_lstm = X_val_scaled.reshape((X_val_scaled.shape[0], 1, X_val_scaled.shape[1]))
# Huấn luyện mô hình
model = build_lstm_model(input_shape=(1, X_train_scaled.shape[1]), task_type=task)
fine_tune_lstm_model(model, X_train_lstm, y_train_scaled, X_val_lstm, y_val_scaled)
# Dự đoán gốc
base_preds = model.predict(X_val_lstm).ravel()
if task == 'regression':
base_score = mean_squared_error(y_val_scaled, base_preds)
else:
base_preds_label = (base_preds > 0.5).astype(int)
base_score = f1_score(y_val_scaled, base_preds_label)
# Tính permutation importance
importances = []
for i in range(X_val_lstm.shape[2]):
deltas = []
for _ in range(n_repeats):
X_val_perm = deepcopy(X_val_lstm)
np.random.shuffle(X_val_perm[:, 0, i])
preds = model.predict(X_val_perm).ravel()
if task == 'regression':
score = mean_squared_error(y_val_scaled, preds)
delta = score - base_score
else:
preds_label = (preds > 0.5).astype(int)
score = f1_score(y_val_scaled, preds_label)
delta = base_score - score
deltas.append(delta)
importances.append(np.mean(deltas))
importance_df = pd.DataFrame({
'feature': feature_names,
'importance': importances
}).sort_values(by='importance', ascending=False)
return importance_df.reset_index(drop=True)
def run_all_models(features, task, build_lstm_model, fine_tune_lstm_model, evaluate_model,
ticker=None, test_size=0.3, random_state=42):
model_types = ['lstm', 'rf', 'lgb', 'xgb']
best_result = None
best_score = None
best_type = None
best_importance = None
for mt in model_types:
res = run_model_pipeline(features, task, mt, build_lstm_model, fine_tune_lstm_model, evaluate_model,
test_size=test_size, random_state=random_state, return_importance=True)
metrics = res[4]
score = metrics['f1_score'] if task == 'classification' else -metrics['rmse']
if mt == 'lstm':
importance = permutation_importance_lstm(features, task, build_lstm_model, fine_tune_lstm_model, res[1], res[2])
else:
importance = res[5]
if best_score is None or score > best_score:
best_score = score
best_result = res
best_type = mt
best_importance = importance
return best_result[0], best_result[1], best_result[2], best_result[3], best_result[4], best_importance
In [31]:
def create_target(df, task):
result = df.copy()
if 'Target' in result.columns:
result = result.drop(columns='Target')
if task == 'classification':
result['Target'] = (result['Close'].shift(1) < result['Close']).astype(int)
result = result.drop(columns='Close')
result = result.dropna()
return result
elif task == 'regression':
result = result.rename(columns={'Close': 'Target'})
return result
else:
pass
In [32]:
classifier_cmg = create_target(merge_cmg,'classification')
regressor_cmg = create_target(merge_cmg,'regression')
classifier_fpt = create_target(merge_fpt, 'classification')
regressor_fpt = create_target(merge_fpt, 'regression')
In [33]:
model_cls_cmg, x_scaler_cls_cmg, y_scaler_cls_cmg, prob_pred_cls_cmg, metrics_cls_cmg, importance_cls_cmg = run_all_models(
classifier_cmg,
'classification',
build_lstm_model=build_lstm_model,
fine_tune_lstm_model=fine_tune_lstm_model,
evaluate_model=evaluate_model,
ticker='CMG'
)
Epoch 1/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 4s 88ms/step - accuracy: 0.5327 - loss: 0.6915 - val_accuracy: 0.5379 - val_loss: 0.6928 - learning_rate: 1.0000e-05 Epoch 2/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.5357 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6927 - learning_rate: 1.0000e-05 Epoch 3/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5608 - loss: 0.6920 - val_accuracy: 0.5379 - val_loss: 0.6927 - learning_rate: 1.0000e-05 Epoch 4/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5071 - loss: 0.6921 - val_accuracy: 0.5379 - val_loss: 0.6927 - learning_rate: 1.0000e-05 Epoch 5/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5838 - loss: 0.6896 - val_accuracy: 0.5379 - val_loss: 0.6927 - learning_rate: 5.0000e-06 Epoch 6/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5781 - loss: 0.6899 - val_accuracy: 0.5379 - val_loss: 0.6927 - learning_rate: 5.0000e-06 Epoch 7/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5777 - loss: 0.6906 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 5.0000e-06 Epoch 8/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5650 - loss: 0.6905 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 5.0000e-06 Epoch 9/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5733 - loss: 0.6908 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 5.0000e-06 Epoch 10/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5843 - loss: 0.6912 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 2.5000e-06 Epoch 11/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5292 - loss: 0.6923 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 2.5000e-06 Epoch 12/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5497 - loss: 0.6911 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 2.5000e-06 Epoch 13/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - accuracy: 0.5509 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.2500e-06 Epoch 14/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5509 - loss: 0.6902 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.2500e-06 Epoch 15/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5674 - loss: 0.6909 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.2500e-06 Epoch 16/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5650 - loss: 0.6905 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 6.2500e-07 Epoch 17/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5267 - loss: 0.6928 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 6.2500e-07 Epoch 18/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5741 - loss: 0.6885 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 6.2500e-07 Epoch 19/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5454 - loss: 0.6903 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.1250e-07 Epoch 20/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5631 - loss: 0.6901 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.1250e-07 Epoch 21/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5431 - loss: 0.6903 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.1250e-07 Epoch 22/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5468 - loss: 0.6919 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.5625e-07 Epoch 23/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5591 - loss: 0.6917 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.5625e-07 Epoch 24/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - accuracy: 0.5667 - loss: 0.6915 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.5625e-07 Epoch 25/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - accuracy: 0.5763 - loss: 0.6900 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 7.8125e-08 Epoch 26/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.5632 - loss: 0.6913 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 7.8125e-08 Epoch 27/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - accuracy: 0.5352 - loss: 0.6913 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 7.8125e-08 Epoch 28/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.5628 - loss: 0.6912 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.9062e-08 Epoch 29/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.5691 - loss: 0.6896 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.9062e-08 Epoch 30/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5895 - loss: 0.6894 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.9062e-08 Epoch 31/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - accuracy: 0.5545 - loss: 0.6916 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.9531e-08 Epoch 32/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5592 - loss: 0.6904 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.9531e-08 Epoch 33/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5691 - loss: 0.6906 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.9531e-08 Epoch 34/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.6085 - loss: 0.6891 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 9.7656e-09 Epoch 35/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5568 - loss: 0.6902 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 9.7656e-09 Epoch 36/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.5535 - loss: 0.6897 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 9.7656e-09 Epoch 37/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 39ms/step - accuracy: 0.5801 - loss: 0.6911 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 4.8828e-09 Epoch 38/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5643 - loss: 0.6908 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 4.8828e-09 Epoch 39/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - accuracy: 0.5259 - loss: 0.6921 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 4.8828e-09 Epoch 40/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5813 - loss: 0.6910 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 2.4414e-09 Epoch 41/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.5875 - loss: 0.6903 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 2.4414e-09 Epoch 42/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5429 - loss: 0.6940 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 2.4414e-09 Epoch 43/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.5780 - loss: 0.6899 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.2207e-09 Epoch 44/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5977 - loss: 0.6887 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.2207e-09 Epoch 45/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5590 - loss: 0.6912 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.2207e-09 Epoch 46/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5107 - loss: 0.6942 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 6.1035e-10 Epoch 47/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.6069 - loss: 0.6900 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 6.1035e-10 Epoch 48/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5874 - loss: 0.6901 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 6.1035e-10 Epoch 49/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5387 - loss: 0.6913 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.0518e-10 Epoch 50/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - accuracy: 0.5089 - loss: 0.6936 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.0518e-10 Epoch 51/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - accuracy: 0.5386 - loss: 0.6904 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 3.0518e-10 Epoch 52/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5874 - loss: 0.6892 - val_accuracy: 0.5379 - val_loss: 0.6926 - learning_rate: 1.5259e-10 5/5 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step Classification Metrics: Accuracy: 0.5379 Precision: 0.0000 Recall: 0.0000 F1-Score: 0.0000 ROC_AUC: 0.4170 Confusion Matrix: [[78 0] [67 0]] Classification Report: precision recall f1-score support 0 0.54 1.00 0.70 78 1 0.00 0.00 0.00 67 accuracy 0.54 145 macro avg 0.27 0.50 0.35 145 weighted avg 0.29 0.54 0.38 145 Epoch 1/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 10s 103ms/step - accuracy: 0.5004 - loss: 0.6929 - val_accuracy: 0.5379 - val_loss: 0.6933 - learning_rate: 1.0000e-05 Epoch 2/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.5373 - loss: 0.6928 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 1.0000e-05 Epoch 3/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5065 - loss: 0.6923 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 1.0000e-05 Epoch 4/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5865 - loss: 0.6915 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 1.0000e-05 Epoch 5/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.5710 - loss: 0.6916 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 5.0000e-06 Epoch 6/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5796 - loss: 0.6916 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 5.0000e-06 Epoch 7/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - accuracy: 0.5377 - loss: 0.6920 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 5.0000e-06 Epoch 8/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - accuracy: 0.5783 - loss: 0.6907 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 2.5000e-06 Epoch 9/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - accuracy: 0.5570 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 2.5000e-06 Epoch 10/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - accuracy: 0.5348 - loss: 0.6930 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 2.5000e-06 Epoch 11/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - accuracy: 0.5575 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 1.2500e-06 Epoch 12/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - accuracy: 0.5894 - loss: 0.6903 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 1.2500e-06 Epoch 13/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - accuracy: 0.5348 - loss: 0.6931 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 1.2500e-06 Epoch 14/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - accuracy: 0.5605 - loss: 0.6913 - val_accuracy: 0.5379 - val_loss: 0.6932 - learning_rate: 1.2500e-06 Epoch 15/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.5611 - loss: 0.6911 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.2500e-06 Epoch 16/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5352 - loss: 0.6923 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 6.2500e-07 Epoch 17/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - accuracy: 0.5548 - loss: 0.6909 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 6.2500e-07 Epoch 18/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - accuracy: 0.5229 - loss: 0.6922 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 6.2500e-07 Epoch 19/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - accuracy: 0.5485 - loss: 0.6915 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.1250e-07 Epoch 20/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - accuracy: 0.5778 - loss: 0.6919 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.1250e-07 Epoch 21/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5337 - loss: 0.6922 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.1250e-07 Epoch 22/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - accuracy: 0.5928 - loss: 0.6910 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.5625e-07 Epoch 23/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.5462 - loss: 0.6923 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.5625e-07 Epoch 24/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5252 - loss: 0.6923 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.5625e-07 Epoch 25/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - accuracy: 0.5524 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 7.8125e-08 Epoch 26/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5578 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 7.8125e-08 Epoch 27/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.5961 - loss: 0.6907 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 7.8125e-08 Epoch 28/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.5679 - loss: 0.6917 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.9062e-08 Epoch 29/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.5628 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.9062e-08 Epoch 30/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.5547 - loss: 0.6922 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.9062e-08 Epoch 31/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - accuracy: 0.5752 - loss: 0.6921 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.9531e-08 Epoch 32/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.5151 - loss: 0.6923 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.9531e-08 Epoch 33/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5719 - loss: 0.6916 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.9531e-08 Epoch 34/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5731 - loss: 0.6918 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 9.7656e-09 Epoch 35/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5245 - loss: 0.6926 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 9.7656e-09 Epoch 36/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - accuracy: 0.5797 - loss: 0.6913 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 9.7656e-09 Epoch 37/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5551 - loss: 0.6916 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 4.8828e-09 Epoch 38/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5186 - loss: 0.6920 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 4.8828e-09 Epoch 39/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - accuracy: 0.5897 - loss: 0.6908 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 4.8828e-09 Epoch 40/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5783 - loss: 0.6915 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 2.4414e-09 Epoch 41/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - accuracy: 0.5745 - loss: 0.6913 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 2.4414e-09 Epoch 42/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - accuracy: 0.5525 - loss: 0.6915 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 2.4414e-09 Epoch 43/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - accuracy: 0.5493 - loss: 0.6920 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.2207e-09 Epoch 44/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.5800 - loss: 0.6910 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.2207e-09 Epoch 45/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5650 - loss: 0.6920 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 1.2207e-09 Epoch 46/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5949 - loss: 0.6910 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 6.1035e-10 Epoch 47/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5222 - loss: 0.6930 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 6.1035e-10 Epoch 48/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - accuracy: 0.5454 - loss: 0.6924 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 6.1035e-10 Epoch 49/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5414 - loss: 0.6934 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.0518e-10 Epoch 50/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5834 - loss: 0.6912 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.0518e-10 Epoch 51/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - accuracy: 0.5075 - loss: 0.6914 - val_accuracy: 0.5379 - val_loss: 0.6931 - learning_rate: 3.0518e-10 5/5 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 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7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step Classification Metrics: Accuracy: 1.0000 Precision: 1.0000 Recall: 1.0000 F1-Score: 1.0000 ROC_AUC: 1.0000 Confusion Matrix: [[78 0] [ 0 67]] Classification Report: precision recall f1-score support 0 1.00 1.00 1.00 78 1 1.00 1.00 1.00 67 accuracy 1.00 145 macro avg 1.00 1.00 1.00 145 weighted avg 1.00 1.00 1.00 145 [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001498 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000446 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000495 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000571 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000545 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000895 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000712 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000493 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000765 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000564 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000457 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000661 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000579 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000461 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000492 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000571 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000462 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000424 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000567 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000540 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000533 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000571 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000686 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000553 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000552 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000546 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000536 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000556 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000616 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000634 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000917 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000584 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000518 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000590 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000770 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000474 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000672 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000402 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000455 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000543 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000559 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000694 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000581 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000544 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000684 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000572 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000642 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000800 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000515 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000508 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000529 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000543 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000545 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000537 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000583 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000439 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000439 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 98, number of negative: 126 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001976 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2987 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.437500 -> initscore=-0.251314 [LightGBM] [Info] Start training from score -0.251314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000570 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2906 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 97, number of negative: 127 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000572 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2806 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.433036 -> initscore=-0.269476 [LightGBM] [Info] Start training from score -0.269476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 146, number of negative: 190 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001398 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 4228 [LightGBM] [Info] Number of data points in the train set: 336, number of used features: 89 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.434524 -> initscore=-0.263417 [LightGBM] [Info] Start training from score -0.263417 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: 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No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf Classification Metrics: Accuracy: 1.0000 Precision: 1.0000 Recall: 1.0000 F1-Score: 1.0000 ROC_AUC: 1.0000 Confusion Matrix: [[78 0] [ 0 67]] Classification Report: precision recall f1-score support 0 1.00 1.00 1.00 78 1 1.00 1.00 1.00 67 accuracy 1.00 145 macro avg 1.00 1.00 1.00 145 weighted avg 1.00 1.00 1.00 145 Classification Metrics: Accuracy: 1.0000 Precision: 1.0000 Recall: 1.0000 F1-Score: 1.0000 ROC_AUC: 1.0000 Confusion Matrix: [[78 0] [ 0 67]] Classification Report: precision recall f1-score support 0 1.00 1.00 1.00 78 1 1.00 1.00 1.00 67 accuracy 1.00 145 macro avg 1.00 1.00 1.00 145 weighted avg 1.00 1.00 1.00 145
In [34]:
model_cls_fpt, x_scaler_cls_fpt, y_scaler_cls_fpt, prob_pred_cls_fpt, metrics_cls_fpt, importance_cls_fpt = run_all_models(
classifier_fpt,
'classification',
build_lstm_model=build_lstm_model,
fine_tune_lstm_model=fine_tune_lstm_model,
evaluate_model=evaluate_model,
ticker='FPT'
)
Epoch 1/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 9s 117ms/step - accuracy: 0.5308 - loss: 0.6928 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.0000e-05 Epoch 2/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - accuracy: 0.4360 - loss: 0.6949 - val_accuracy: 0.4275 - val_loss: 0.6934 - learning_rate: 1.0000e-05 Epoch 3/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - accuracy: 0.4695 - loss: 0.6936 - val_accuracy: 0.4275 - val_loss: 0.6934 - learning_rate: 1.0000e-05 Epoch 4/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - accuracy: 0.4924 - loss: 0.6935 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.0000e-05 Epoch 5/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - accuracy: 0.5353 - loss: 0.6925 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 5.0000e-06 Epoch 6/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - accuracy: 0.4796 - loss: 0.6930 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 5.0000e-06 Epoch 7/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5121 - loss: 0.6937 - val_accuracy: 0.4275 - val_loss: 0.6934 - learning_rate: 5.0000e-06 Epoch 8/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - accuracy: 0.4902 - loss: 0.6932 - val_accuracy: 0.4203 - val_loss: 0.6934 - learning_rate: 2.5000e-06 Epoch 9/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - accuracy: 0.5098 - loss: 0.6928 - val_accuracy: 0.4203 - val_loss: 0.6934 - learning_rate: 2.5000e-06 Epoch 10/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - accuracy: 0.4683 - loss: 0.6934 - val_accuracy: 0.4203 - val_loss: 0.6934 - learning_rate: 2.5000e-06 Epoch 11/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - accuracy: 0.4958 - loss: 0.6932 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.2500e-06 Epoch 12/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.5343 - loss: 0.6927 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.2500e-06 Epoch 13/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - accuracy: 0.5075 - loss: 0.6925 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.2500e-06 Epoch 14/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - accuracy: 0.4674 - loss: 0.6945 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.2500e-07 Epoch 15/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - accuracy: 0.4782 - loss: 0.6941 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.2500e-07 Epoch 16/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - accuracy: 0.4537 - loss: 0.6939 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.2500e-07 Epoch 17/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - accuracy: 0.4444 - loss: 0.6939 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.1250e-07 Epoch 18/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - accuracy: 0.4397 - loss: 0.6943 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.1250e-07 Epoch 19/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.4641 - loss: 0.6944 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 3.1250e-07 Epoch 20/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - accuracy: 0.5450 - loss: 0.6926 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.5625e-07 Epoch 21/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - accuracy: 0.5324 - loss: 0.6931 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.5625e-07 Epoch 22/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - accuracy: 0.4955 - loss: 0.6934 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.5625e-07 Epoch 23/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - accuracy: 0.4453 - loss: 0.6945 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 7.8125e-08 Epoch 24/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.4869 - loss: 0.6930 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 7.8125e-08 Epoch 25/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5378 - loss: 0.6929 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 7.8125e-08 Epoch 26/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.5244 - loss: 0.6930 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 3.9062e-08 Epoch 27/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - accuracy: 0.4734 - loss: 0.6941 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 3.9062e-08 Epoch 28/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.4824 - loss: 0.6937 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 3.9062e-08 Epoch 29/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5522 - loss: 0.6930 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.9531e-08 Epoch 30/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.4382 - loss: 0.6946 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.9531e-08 Epoch 31/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.5185 - loss: 0.6929 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.9531e-08 Epoch 32/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5263 - loss: 0.6926 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 9.7656e-09 Epoch 33/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5176 - loss: 0.6932 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 9.7656e-09 Epoch 34/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.4940 - loss: 0.6928 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 9.7656e-09 Epoch 35/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - accuracy: 0.4572 - loss: 0.6948 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 4.8828e-09 Epoch 36/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.4889 - loss: 0.6938 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 4.8828e-09 Epoch 37/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5375 - loss: 0.6921 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 4.8828e-09 Epoch 38/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - accuracy: 0.4669 - loss: 0.6938 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 2.4414e-09 Epoch 39/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.4381 - loss: 0.6939 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 2.4414e-09 Epoch 40/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.4774 - loss: 0.6935 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 2.4414e-09 Epoch 41/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.4658 - loss: 0.6939 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.2207e-09 Epoch 42/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.5073 - loss: 0.6934 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.2207e-09 Epoch 43/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5631 - loss: 0.6922 - val_accuracy: 0.4420 - val_loss: 0.6934 - learning_rate: 1.2207e-09 5/5 ━━━━━━━━━━━━━━━━━━━━ 1s 145ms/step Classification Metrics: Accuracy: 0.4420 Precision: 0.4731 Recall: 0.6111 F1-Score: 0.5333 ROC_AUC: 0.4078 Confusion Matrix: [[17 49] [28 44]] Classification Report: precision recall f1-score support 0 0.38 0.26 0.31 66 1 0.47 0.61 0.53 72 accuracy 0.44 138 macro avg 0.43 0.43 0.42 138 weighted avg 0.43 0.44 0.42 138 Epoch 1/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 10s 168ms/step - accuracy: 0.4824 - loss: 0.6936 - val_accuracy: 0.4203 - val_loss: 0.6935 - learning_rate: 1.0000e-05 Epoch 2/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - accuracy: 0.4498 - loss: 0.6941 - val_accuracy: 0.4130 - val_loss: 0.6935 - learning_rate: 1.0000e-05 Epoch 3/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - accuracy: 0.5137 - loss: 0.6935 - val_accuracy: 0.4058 - val_loss: 0.6935 - learning_rate: 1.0000e-05 Epoch 4/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.5239 - loss: 0.6929 - val_accuracy: 0.4058 - val_loss: 0.6935 - learning_rate: 1.0000e-05 Epoch 5/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - accuracy: 0.4698 - loss: 0.6932 - val_accuracy: 0.4130 - val_loss: 0.6935 - learning_rate: 5.0000e-06 Epoch 6/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - accuracy: 0.5541 - loss: 0.6926 - val_accuracy: 0.4130 - val_loss: 0.6935 - learning_rate: 5.0000e-06 Epoch 7/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - accuracy: 0.4440 - loss: 0.6944 - val_accuracy: 0.4130 - val_loss: 0.6935 - learning_rate: 5.0000e-06 Epoch 8/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - accuracy: 0.4685 - loss: 0.6939 - val_accuracy: 0.4203 - val_loss: 0.6935 - learning_rate: 2.5000e-06 Epoch 9/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - accuracy: 0.4832 - loss: 0.6941 - val_accuracy: 0.4203 - val_loss: 0.6935 - learning_rate: 2.5000e-06 Epoch 10/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - accuracy: 0.4699 - loss: 0.6937 - val_accuracy: 0.4203 - val_loss: 0.6935 - learning_rate: 2.5000e-06 Epoch 11/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - accuracy: 0.4458 - loss: 0.6945 - val_accuracy: 0.4203 - val_loss: 0.6935 - learning_rate: 1.2500e-06 Epoch 12/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - accuracy: 0.4330 - loss: 0.6938 - val_accuracy: 0.4275 - val_loss: 0.6935 - learning_rate: 1.2500e-06 Epoch 13/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.4478 - loss: 0.6939 - val_accuracy: 0.4348 - val_loss: 0.6935 - learning_rate: 1.2500e-06 Epoch 14/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.4684 - loss: 0.6940 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.2500e-07 Epoch 15/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - accuracy: 0.4660 - loss: 0.6936 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.2500e-07 Epoch 16/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - accuracy: 0.4708 - loss: 0.6934 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.2500e-07 Epoch 17/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.4783 - loss: 0.6936 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.1250e-07 Epoch 18/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - accuracy: 0.4544 - loss: 0.6936 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.1250e-07 Epoch 19/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.5064 - loss: 0.6938 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.1250e-07 Epoch 20/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - accuracy: 0.4496 - loss: 0.6938 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.5625e-07 Epoch 21/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.4981 - loss: 0.6929 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.5625e-07 Epoch 22/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - accuracy: 0.5596 - loss: 0.6929 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.5625e-07 Epoch 23/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - accuracy: 0.5540 - loss: 0.6928 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 7.8125e-08 Epoch 24/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.4607 - loss: 0.6935 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 7.8125e-08 Epoch 25/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.4233 - loss: 0.6942 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 7.8125e-08 Epoch 26/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.4537 - loss: 0.6939 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.9062e-08 Epoch 27/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - accuracy: 0.4666 - loss: 0.6937 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.9062e-08 Epoch 28/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.4766 - loss: 0.6934 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.9062e-08 Epoch 29/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.4233 - loss: 0.6941 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.9531e-08 Epoch 30/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - accuracy: 0.5346 - loss: 0.6925 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.9531e-08 Epoch 31/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.5194 - loss: 0.6930 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.9531e-08 Epoch 32/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - accuracy: 0.4845 - loss: 0.6933 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 9.7656e-09 Epoch 33/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5236 - loss: 0.6938 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 9.7656e-09 Epoch 34/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.4871 - loss: 0.6930 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 9.7656e-09 Epoch 35/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - accuracy: 0.4883 - loss: 0.6936 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 4.8828e-09 Epoch 36/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - accuracy: 0.4412 - loss: 0.6939 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 4.8828e-09 Epoch 37/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - accuracy: 0.4141 - loss: 0.6941 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 4.8828e-09 Epoch 38/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - accuracy: 0.4791 - loss: 0.6938 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 2.4414e-09 Epoch 39/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - accuracy: 0.4697 - loss: 0.6937 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 2.4414e-09 Epoch 40/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - accuracy: 0.5384 - loss: 0.6930 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 2.4414e-09 Epoch 41/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - accuracy: 0.5164 - loss: 0.6933 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.2207e-09 Epoch 42/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.4198 - loss: 0.6943 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.2207e-09 Epoch 43/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5245 - loss: 0.6933 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.2207e-09 Epoch 44/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.4620 - loss: 0.6939 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.1035e-10 Epoch 45/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.4868 - loss: 0.6937 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.1035e-10 Epoch 46/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - accuracy: 0.4464 - loss: 0.6941 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 6.1035e-10 Epoch 47/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - accuracy: 0.5229 - loss: 0.6936 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.0518e-10 Epoch 48/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - accuracy: 0.4795 - loss: 0.6939 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.0518e-10 Epoch 49/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - accuracy: 0.5019 - loss: 0.6935 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 3.0518e-10 Epoch 50/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.5143 - loss: 0.6931 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.5259e-10 Epoch 51/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - accuracy: 0.5224 - loss: 0.6934 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.5259e-10 Epoch 52/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - accuracy: 0.4828 - loss: 0.6938 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 1.5259e-10 Epoch 53/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - accuracy: 0.4406 - loss: 0.6940 - val_accuracy: 0.4348 - val_loss: 0.6934 - learning_rate: 7.6294e-11 1/5 ━━━━━━━━━━━━━━━━━━━━ 2s 590ms/stepWARNING:tensorflow:5 out of the last 3486 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x000001F565BD0040> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. 5/5 ━━━━━━━━━━━━━━━━━━━━ 1s 180ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 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━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step Classification Metrics: Accuracy: 0.9928 Precision: 1.0000 Recall: 0.9861 F1-Score: 0.9930 ROC_AUC: 0.9931 Confusion Matrix: [[66 0] [ 1 71]] Classification Report: precision recall f1-score support 0 0.99 1.00 0.99 66 1 1.00 0.99 0.99 72 accuracy 0.99 138 macro avg 0.99 0.99 0.99 138 weighted avg 0.99 0.99 0.99 138 [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002564 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000623 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000399 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000712 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000874 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000526 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000684 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000674 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000584 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000780 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000748 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000501 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000634 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000496 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000408 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000799 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000837 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000458 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001021 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000522 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000512 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000561 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000506 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000469 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000624 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002554 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000701 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000666 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001197 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000505 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000782 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000713 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000411 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000689 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000651 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000781 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000631 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000855 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000443 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000734 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000594 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000521 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000726 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000693 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000525 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001064 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000558 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000498 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000593 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000531 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000465 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000660 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000614 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000580 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000674 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000897 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000570 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000687 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2829 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 99 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] Stopped training because there are no more leaves that meet the split requirements [LightGBM] [Info] Number of positive: 111, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000675 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2877 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 96 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521127 -> initscore=0.084557 [LightGBM] [Info] Start training from score 0.084557 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 112, number of negative: 102 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000443 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2809 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 83 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.523364 -> initscore=0.093526 [LightGBM] [Info] Start training from score 0.093526 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Number of positive: 167, number of negative: 153 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001424 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 4243 [LightGBM] [Info] Number of data points in the train set: 320, number of used features: 100 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.521875 -> initscore=0.087556 [LightGBM] [Info] Start training from score 0.087556 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further 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[LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No 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positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf Classification Metrics: Accuracy: 1.0000 Precision: 1.0000 Recall: 1.0000 F1-Score: 1.0000 ROC_AUC: 1.0000 Confusion Matrix: [[66 0] [ 0 72]] Classification Report: precision recall f1-score support 0 1.00 1.00 1.00 66 1 1.00 1.00 1.00 72 accuracy 1.00 138 macro avg 1.00 1.00 1.00 138 weighted avg 1.00 1.00 1.00 138 Classification Metrics: Accuracy: 0.9565 Precision: 1.0000 Recall: 0.9167 F1-Score: 0.9565 ROC_AUC: 0.9583 Confusion Matrix: [[66 0] [ 6 66]] Classification Report: precision recall f1-score support 0 0.92 1.00 0.96 66 1 1.00 0.92 0.96 72 accuracy 0.96 138 macro avg 0.96 0.96 0.96 138 weighted avg 0.96 0.96 0.96 138
In [35]:
# Chia tập mới
split_idx = int(0.7 * classifier_cmg.shape[0])
X_new = classifier_cmg.iloc[:split_idx].drop(columns='Target')
X_new_scaled = x_scaler_cls_cmg.transform(X_new)
# Dự đoán xác suất
if hasattr(model_cls_cmg, 'predict_proba'):
# Tree-based model
probs_new = model_cls_cmg.predict_proba(X_new_scaled)[:, 1] # Xác suất class 1
else:
# LSTM
X_new_lstm = X_new_scaled.reshape((X_new_scaled.shape[0], 1, X_new_scaled.shape[1]))
probs_new = model_cls_cmg.predict(X_new_lstm).ravel()
# Nối xác suất vào tập regression
regressor_cmg['Prob_up'] = np.concatenate((probs_new, prob_pred_cls_cmg))
In [36]:
# Chia tập mới
split_idx = int(0.7 * classifier_fpt.shape[0])
X_new = classifier_fpt.iloc[:split_idx].drop(columns='Target')
X_new_scaled = x_scaler_cls_fpt.transform(X_new)
# Dự đoán xác suất
if hasattr(model_cls_fpt, 'predict_proba'):
# Tree-based model
probs_new = model_cls_fpt.predict_proba(X_new_scaled)[:, 1] # Xác suất class 1
else:
# LSTM
X_new_lstm = X_new_scaled.reshape((X_new_scaled.shape[0], 1, X_new_scaled.shape[1]))
probs_new = model_cls_fpt.predict(X_new_lstm).ravel()
# Nối xác suất vào tập regression
regressor_fpt['Prob_up'] = np.concatenate((probs_new, prob_pred_cls_fpt))
In [37]:
model_re_cmg, x_scaler_re_cmg, y_scaler_re_cmg, prob_pred_re_cmg, metrics_re_cmg, importance_re_cmg = run_all_models(
regressor_cmg,
'regression',
build_lstm_model=build_lstm_model,
fine_tune_lstm_model=fine_tune_lstm_model,
evaluate_model=evaluate_model,
ticker='CMG'
)
Epoch 1/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 10s 192ms/step - loss: 0.1590 - mae: 0.3071 - val_loss: 0.3128 - val_mae: 0.5558 - learning_rate: 1.0000e-05 Epoch 2/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 39ms/step - loss: 0.1617 - mae: 0.3061 - val_loss: 0.3110 - val_mae: 0.5542 - learning_rate: 1.0000e-05 Epoch 3/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1426 - mae: 0.2905 - val_loss: 0.3092 - val_mae: 0.5526 - learning_rate: 1.0000e-05 Epoch 4/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.1633 - mae: 0.3127 - val_loss: 0.3075 - val_mae: 0.5510 - learning_rate: 1.0000e-05 Epoch 5/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1581 - mae: 0.3028 - val_loss: 0.3058 - val_mae: 0.5495 - learning_rate: 1.0000e-05 Epoch 6/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.1529 - mae: 0.2987 - val_loss: 0.3041 - val_mae: 0.5479 - learning_rate: 1.0000e-05 Epoch 7/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1471 - mae: 0.2857 - val_loss: 0.3025 - val_mae: 0.5465 - learning_rate: 1.0000e-05 Epoch 8/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1447 - mae: 0.2875 - val_loss: 0.3008 - val_mae: 0.5450 - learning_rate: 1.0000e-05 Epoch 9/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1599 - mae: 0.3027 - val_loss: 0.2993 - val_mae: 0.5436 - learning_rate: 1.0000e-05 Epoch 10/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1448 - mae: 0.2848 - val_loss: 0.2978 - val_mae: 0.5422 - learning_rate: 1.0000e-05 Epoch 11/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1495 - mae: 0.2908 - val_loss: 0.2963 - val_mae: 0.5408 - learning_rate: 1.0000e-05 Epoch 12/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.1477 - mae: 0.2892 - val_loss: 0.2949 - val_mae: 0.5395 - learning_rate: 1.0000e-05 Epoch 13/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1578 - mae: 0.2942 - val_loss: 0.2935 - val_mae: 0.5382 - learning_rate: 1.0000e-05 Epoch 14/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.1314 - mae: 0.2700 - val_loss: 0.2921 - val_mae: 0.5369 - learning_rate: 1.0000e-05 Epoch 15/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 38ms/step - loss: 0.1286 - mae: 0.2656 - val_loss: 0.2907 - val_mae: 0.5356 - learning_rate: 1.0000e-05 Epoch 16/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1479 - mae: 0.2852 - val_loss: 0.2892 - val_mae: 0.5343 - learning_rate: 1.0000e-05 Epoch 17/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1388 - mae: 0.2690 - val_loss: 0.2879 - val_mae: 0.5330 - learning_rate: 1.0000e-05 Epoch 18/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1323 - mae: 0.2671 - val_loss: 0.2865 - val_mae: 0.5318 - learning_rate: 1.0000e-05 Epoch 19/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1271 - mae: 0.2591 - val_loss: 0.2852 - val_mae: 0.5305 - learning_rate: 1.0000e-05 Epoch 20/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1284 - mae: 0.2589 - val_loss: 0.2839 - val_mae: 0.5293 - learning_rate: 1.0000e-05 Epoch 21/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.1320 - mae: 0.2611 - val_loss: 0.2826 - val_mae: 0.5281 - learning_rate: 1.0000e-05 Epoch 22/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1480 - mae: 0.2807 - val_loss: 0.2814 - val_mae: 0.5269 - learning_rate: 1.0000e-05 Epoch 23/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1572 - mae: 0.2859 - val_loss: 0.2801 - val_mae: 0.5257 - learning_rate: 1.0000e-05 Epoch 24/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1202 - mae: 0.2482 - val_loss: 0.2790 - val_mae: 0.5247 - learning_rate: 1.0000e-05 Epoch 25/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.1043 - mae: 0.2358 - val_loss: 0.2778 - val_mae: 0.5236 - learning_rate: 1.0000e-05 Epoch 26/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1276 - mae: 0.2617 - val_loss: 0.2766 - val_mae: 0.5224 - learning_rate: 1.0000e-05 Epoch 27/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.1424 - mae: 0.2739 - val_loss: 0.2755 - val_mae: 0.5213 - learning_rate: 1.0000e-05 Epoch 28/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1309 - mae: 0.2585 - val_loss: 0.2743 - val_mae: 0.5203 - learning_rate: 1.0000e-05 Epoch 29/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1338 - mae: 0.2628 - val_loss: 0.2732 - val_mae: 0.5192 - learning_rate: 1.0000e-05 Epoch 30/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.1158 - mae: 0.2440 - val_loss: 0.2721 - val_mae: 0.5182 - learning_rate: 1.0000e-05 Epoch 31/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.1233 - mae: 0.2537 - val_loss: 0.2710 - val_mae: 0.5171 - learning_rate: 1.0000e-05 Epoch 32/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1380 - mae: 0.2640 - val_loss: 0.2699 - val_mae: 0.5160 - learning_rate: 1.0000e-05 Epoch 33/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.1395 - mae: 0.2652 - val_loss: 0.2688 - val_mae: 0.5149 - learning_rate: 1.0000e-05 Epoch 34/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1360 - mae: 0.2622 - val_loss: 0.2677 - val_mae: 0.5139 - learning_rate: 1.0000e-05 Epoch 35/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.1209 - mae: 0.2472 - val_loss: 0.2667 - val_mae: 0.5129 - learning_rate: 1.0000e-05 Epoch 36/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.1320 - mae: 0.2570 - val_loss: 0.2656 - val_mae: 0.5119 - learning_rate: 1.0000e-05 Epoch 37/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1366 - mae: 0.2633 - val_loss: 0.2646 - val_mae: 0.5109 - learning_rate: 1.0000e-05 Epoch 38/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1432 - mae: 0.2680 - val_loss: 0.2637 - val_mae: 0.5100 - learning_rate: 1.0000e-05 Epoch 39/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1191 - mae: 0.2393 - val_loss: 0.2627 - val_mae: 0.5090 - learning_rate: 1.0000e-05 Epoch 40/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1295 - mae: 0.2527 - val_loss: 0.2617 - val_mae: 0.5080 - learning_rate: 1.0000e-05 Epoch 41/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.1421 - mae: 0.2671 - val_loss: 0.2606 - val_mae: 0.5070 - learning_rate: 1.0000e-05 Epoch 42/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1127 - mae: 0.2335 - val_loss: 0.2596 - val_mae: 0.5060 - learning_rate: 1.0000e-05 Epoch 43/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1209 - mae: 0.2426 - val_loss: 0.2586 - val_mae: 0.5050 - learning_rate: 1.0000e-05 Epoch 44/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.1255 - mae: 0.2503 - val_loss: 0.2576 - val_mae: 0.5040 - learning_rate: 1.0000e-05 Epoch 45/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1221 - mae: 0.2509 - val_loss: 0.2565 - val_mae: 0.5030 - learning_rate: 1.0000e-05 Epoch 46/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1349 - mae: 0.2564 - val_loss: 0.2555 - val_mae: 0.5020 - learning_rate: 1.0000e-05 Epoch 47/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1274 - mae: 0.2469 - val_loss: 0.2544 - val_mae: 0.5009 - learning_rate: 1.0000e-05 Epoch 48/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1080 - mae: 0.2226 - val_loss: 0.2534 - val_mae: 0.4999 - learning_rate: 1.0000e-05 Epoch 49/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1207 - mae: 0.2455 - val_loss: 0.2524 - val_mae: 0.4989 - learning_rate: 1.0000e-05 Epoch 50/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.1340 - mae: 0.2574 - val_loss: 0.2514 - val_mae: 0.4979 - learning_rate: 1.0000e-05 Epoch 51/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1274 - mae: 0.2506 - val_loss: 0.2503 - val_mae: 0.4968 - learning_rate: 1.0000e-05 Epoch 52/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1102 - mae: 0.2297 - val_loss: 0.2494 - val_mae: 0.4959 - learning_rate: 1.0000e-05 Epoch 53/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1270 - mae: 0.2476 - val_loss: 0.2483 - val_mae: 0.4948 - learning_rate: 1.0000e-05 Epoch 54/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1212 - mae: 0.2421 - val_loss: 0.2473 - val_mae: 0.4938 - learning_rate: 1.0000e-05 Epoch 55/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.1447 - mae: 0.2705 - val_loss: 0.2463 - val_mae: 0.4928 - learning_rate: 1.0000e-05 Epoch 56/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1068 - mae: 0.2294 - val_loss: 0.2453 - val_mae: 0.4918 - learning_rate: 1.0000e-05 Epoch 57/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1115 - mae: 0.2288 - val_loss: 0.2443 - val_mae: 0.4908 - learning_rate: 1.0000e-05 Epoch 58/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1255 - mae: 0.2433 - val_loss: 0.2433 - val_mae: 0.4898 - learning_rate: 1.0000e-05 Epoch 59/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1235 - mae: 0.2466 - val_loss: 0.2423 - val_mae: 0.4888 - learning_rate: 1.0000e-05 Epoch 60/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.1270 - mae: 0.2446 - val_loss: 0.2413 - val_mae: 0.4877 - learning_rate: 1.0000e-05 Epoch 61/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.1111 - mae: 0.2288 - val_loss: 0.2403 - val_mae: 0.4867 - learning_rate: 1.0000e-05 Epoch 62/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 36ms/step - loss: 0.1283 - mae: 0.2448 - val_loss: 0.2392 - val_mae: 0.4856 - learning_rate: 1.0000e-05 Epoch 63/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.1008 - mae: 0.2154 - val_loss: 0.2383 - val_mae: 0.4846 - learning_rate: 1.0000e-05 Epoch 64/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1276 - mae: 0.2478 - val_loss: 0.2372 - val_mae: 0.4835 - learning_rate: 1.0000e-05 Epoch 65/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1239 - mae: 0.2397 - val_loss: 0.2361 - val_mae: 0.4824 - learning_rate: 1.0000e-05 Epoch 66/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1074 - mae: 0.2224 - val_loss: 0.2351 - val_mae: 0.4814 - learning_rate: 1.0000e-05 Epoch 67/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1157 - mae: 0.2252 - val_loss: 0.2340 - val_mae: 0.4802 - learning_rate: 1.0000e-05 Epoch 68/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1106 - mae: 0.2189 - val_loss: 0.2329 - val_mae: 0.4792 - learning_rate: 1.0000e-05 Epoch 69/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1289 - mae: 0.2420 - val_loss: 0.2318 - val_mae: 0.4780 - learning_rate: 1.0000e-05 Epoch 70/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1041 - mae: 0.2186 - val_loss: 0.2307 - val_mae: 0.4769 - learning_rate: 1.0000e-05 Epoch 71/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1008 - mae: 0.2148 - val_loss: 0.2297 - val_mae: 0.4758 - learning_rate: 1.0000e-05 Epoch 72/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1149 - mae: 0.2307 - val_loss: 0.2286 - val_mae: 0.4746 - learning_rate: 1.0000e-05 Epoch 73/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1042 - mae: 0.2185 - val_loss: 0.2275 - val_mae: 0.4735 - learning_rate: 1.0000e-05 Epoch 74/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0947 - mae: 0.2075 - val_loss: 0.2264 - val_mae: 0.4724 - learning_rate: 1.0000e-05 Epoch 75/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0989 - mae: 0.2082 - val_loss: 0.2253 - val_mae: 0.4712 - learning_rate: 1.0000e-05 Epoch 76/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.1038 - mae: 0.2173 - val_loss: 0.2241 - val_mae: 0.4699 - learning_rate: 1.0000e-05 Epoch 77/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 44ms/step - loss: 0.1140 - mae: 0.2270 - val_loss: 0.2229 - val_mae: 0.4687 - learning_rate: 1.0000e-05 Epoch 78/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1106 - mae: 0.2170 - val_loss: 0.2218 - val_mae: 0.4675 - learning_rate: 1.0000e-05 Epoch 79/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.1157 - mae: 0.2277 - val_loss: 0.2206 - val_mae: 0.4663 - learning_rate: 1.0000e-05 Epoch 80/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1003 - mae: 0.2145 - val_loss: 0.2195 - val_mae: 0.4650 - learning_rate: 1.0000e-05 Epoch 81/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0970 - mae: 0.2102 - val_loss: 0.2183 - val_mae: 0.4638 - learning_rate: 1.0000e-05 Epoch 82/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0978 - mae: 0.2086 - val_loss: 0.2171 - val_mae: 0.4626 - learning_rate: 1.0000e-05 Epoch 83/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0983 - mae: 0.2087 - val_loss: 0.2160 - val_mae: 0.4613 - learning_rate: 1.0000e-05 Epoch 84/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1037 - mae: 0.2134 - val_loss: 0.2148 - val_mae: 0.4601 - learning_rate: 1.0000e-05 Epoch 85/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.1196 - mae: 0.2321 - val_loss: 0.2136 - val_mae: 0.4588 - learning_rate: 1.0000e-05 Epoch 86/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0951 - mae: 0.2026 - val_loss: 0.2125 - val_mae: 0.4575 - learning_rate: 1.0000e-05 Epoch 87/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 44ms/step - loss: 0.1038 - mae: 0.2122 - val_loss: 0.2112 - val_mae: 0.4562 - learning_rate: 1.0000e-05 Epoch 88/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.1016 - mae: 0.2133 - val_loss: 0.2101 - val_mae: 0.4549 - learning_rate: 1.0000e-05 Epoch 89/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0948 - mae: 0.2053 - val_loss: 0.2088 - val_mae: 0.4536 - learning_rate: 1.0000e-05 Epoch 90/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1012 - mae: 0.2077 - val_loss: 0.2075 - val_mae: 0.4522 - learning_rate: 1.0000e-05 Epoch 91/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0907 - mae: 0.1998 - val_loss: 0.2063 - val_mae: 0.4508 - learning_rate: 1.0000e-05 Epoch 92/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0999 - mae: 0.2077 - val_loss: 0.2051 - val_mae: 0.4495 - learning_rate: 1.0000e-05 Epoch 93/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1057 - mae: 0.2113 - val_loss: 0.2039 - val_mae: 0.4481 - learning_rate: 1.0000e-05 Epoch 94/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0944 - mae: 0.2015 - val_loss: 0.2026 - val_mae: 0.4468 - learning_rate: 1.0000e-05 Epoch 95/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.1122 - mae: 0.2207 - val_loss: 0.2014 - val_mae: 0.4454 - learning_rate: 1.0000e-05 Epoch 96/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0938 - mae: 0.1994 - val_loss: 0.2001 - val_mae: 0.4440 - learning_rate: 1.0000e-05 Epoch 97/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1007 - mae: 0.2088 - val_loss: 0.1988 - val_mae: 0.4425 - learning_rate: 1.0000e-05 Epoch 98/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0952 - mae: 0.1988 - val_loss: 0.1976 - val_mae: 0.4411 - learning_rate: 1.0000e-05 Epoch 99/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1087 - mae: 0.2129 - val_loss: 0.1963 - val_mae: 0.4397 - learning_rate: 1.0000e-05 Epoch 100/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.1026 - mae: 0.2069 - val_loss: 0.1950 - val_mae: 0.4382 - learning_rate: 1.0000e-05 Epoch 101/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0972 - mae: 0.2011 - val_loss: 0.1937 - val_mae: 0.4368 - learning_rate: 1.0000e-05 Epoch 102/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0956 - mae: 0.2002 - val_loss: 0.1924 - val_mae: 0.4354 - learning_rate: 1.0000e-05 Epoch 103/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0894 - mae: 0.1966 - val_loss: 0.1911 - val_mae: 0.4338 - learning_rate: 1.0000e-05 Epoch 104/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0872 - mae: 0.1882 - val_loss: 0.1897 - val_mae: 0.4323 - learning_rate: 1.0000e-05 Epoch 105/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0909 - mae: 0.1923 - val_loss: 0.1884 - val_mae: 0.4308 - learning_rate: 1.0000e-05 Epoch 106/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 44ms/step - loss: 0.0918 - mae: 0.1905 - val_loss: 0.1870 - val_mae: 0.4292 - learning_rate: 1.0000e-05 Epoch 107/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0783 - mae: 0.1826 - val_loss: 0.1857 - val_mae: 0.4277 - learning_rate: 1.0000e-05 Epoch 108/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0959 - mae: 0.2008 - val_loss: 0.1843 - val_mae: 0.4260 - learning_rate: 1.0000e-05 Epoch 109/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0870 - mae: 0.1914 - val_loss: 0.1830 - val_mae: 0.4245 - learning_rate: 1.0000e-05 Epoch 110/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0950 - mae: 0.2012 - val_loss: 0.1817 - val_mae: 0.4230 - learning_rate: 1.0000e-05 Epoch 111/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0853 - mae: 0.1888 - val_loss: 0.1803 - val_mae: 0.4214 - learning_rate: 1.0000e-05 Epoch 112/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0814 - mae: 0.1844 - val_loss: 0.1789 - val_mae: 0.4198 - learning_rate: 1.0000e-05 Epoch 113/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0859 - mae: 0.1904 - val_loss: 0.1775 - val_mae: 0.4181 - learning_rate: 1.0000e-05 Epoch 114/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0848 - mae: 0.1857 - val_loss: 0.1762 - val_mae: 0.4165 - learning_rate: 1.0000e-05 Epoch 115/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0849 - mae: 0.1868 - val_loss: 0.1748 - val_mae: 0.4149 - learning_rate: 1.0000e-05 Epoch 116/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0806 - mae: 0.1792 - val_loss: 0.1735 - val_mae: 0.4133 - learning_rate: 1.0000e-05 Epoch 117/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0883 - mae: 0.1841 - val_loss: 0.1721 - val_mae: 0.4116 - learning_rate: 1.0000e-05 Epoch 118/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0905 - mae: 0.1971 - val_loss: 0.1706 - val_mae: 0.4099 - learning_rate: 1.0000e-05 Epoch 119/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0921 - mae: 0.1946 - val_loss: 0.1692 - val_mae: 0.4081 - learning_rate: 1.0000e-05 Epoch 120/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0832 - mae: 0.1881 - val_loss: 0.1678 - val_mae: 0.4065 - learning_rate: 1.0000e-05 Epoch 121/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0939 - mae: 0.1988 - val_loss: 0.1663 - val_mae: 0.4046 - learning_rate: 1.0000e-05 Epoch 122/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0983 - mae: 0.2058 - val_loss: 0.1649 - val_mae: 0.4029 - learning_rate: 1.0000e-05 Epoch 123/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0802 - mae: 0.1845 - val_loss: 0.1634 - val_mae: 0.4012 - learning_rate: 1.0000e-05 Epoch 124/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0615 - mae: 0.1562 - val_loss: 0.1621 - val_mae: 0.3995 - learning_rate: 1.0000e-05 Epoch 125/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0873 - mae: 0.1917 - val_loss: 0.1606 - val_mae: 0.3976 - learning_rate: 1.0000e-05 Epoch 126/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0771 - mae: 0.1772 - val_loss: 0.1591 - val_mae: 0.3958 - learning_rate: 1.0000e-05 Epoch 127/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0796 - mae: 0.1806 - val_loss: 0.1577 - val_mae: 0.3940 - learning_rate: 1.0000e-05 Epoch 128/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0736 - mae: 0.1721 - val_loss: 0.1562 - val_mae: 0.3921 - learning_rate: 1.0000e-05 Epoch 129/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0811 - mae: 0.1822 - val_loss: 0.1546 - val_mae: 0.3902 - learning_rate: 1.0000e-05 Epoch 130/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0760 - mae: 0.1734 - val_loss: 0.1532 - val_mae: 0.3883 - learning_rate: 1.0000e-05 Epoch 131/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0670 - mae: 0.1606 - val_loss: 0.1517 - val_mae: 0.3864 - learning_rate: 1.0000e-05 Epoch 132/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0838 - mae: 0.1855 - val_loss: 0.1501 - val_mae: 0.3844 - learning_rate: 1.0000e-05 Epoch 133/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0807 - mae: 0.1808 - val_loss: 0.1486 - val_mae: 0.3825 - learning_rate: 1.0000e-05 Epoch 134/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0762 - mae: 0.1771 - val_loss: 0.1472 - val_mae: 0.3806 - learning_rate: 1.0000e-05 Epoch 135/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0751 - mae: 0.1766 - val_loss: 0.1456 - val_mae: 0.3786 - learning_rate: 1.0000e-05 Epoch 136/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0718 - mae: 0.1661 - val_loss: 0.1441 - val_mae: 0.3766 - learning_rate: 1.0000e-05 Epoch 137/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.0765 - mae: 0.1799 - val_loss: 0.1425 - val_mae: 0.3745 - learning_rate: 1.0000e-05 Epoch 138/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0592 - mae: 0.1535 - val_loss: 0.1410 - val_mae: 0.3725 - learning_rate: 1.0000e-05 Epoch 139/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0669 - mae: 0.1656 - val_loss: 0.1394 - val_mae: 0.3705 - learning_rate: 1.0000e-05 Epoch 140/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0863 - mae: 0.1884 - val_loss: 0.1378 - val_mae: 0.3683 - learning_rate: 1.0000e-05 Epoch 141/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0726 - mae: 0.1736 - val_loss: 0.1363 - val_mae: 0.3662 - learning_rate: 1.0000e-05 Epoch 142/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0642 - mae: 0.1618 - val_loss: 0.1347 - val_mae: 0.3641 - learning_rate: 1.0000e-05 Epoch 143/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0581 - mae: 0.1507 - val_loss: 0.1330 - val_mae: 0.3618 - learning_rate: 1.0000e-05 Epoch 144/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0741 - mae: 0.1775 - val_loss: 0.1314 - val_mae: 0.3595 - learning_rate: 1.0000e-05 Epoch 145/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 22ms/step - loss: 0.0680 - mae: 0.1652 - val_loss: 0.1298 - val_mae: 0.3575 - learning_rate: 1.0000e-05 Epoch 146/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0689 - mae: 0.1663 - val_loss: 0.1283 - val_mae: 0.3553 - learning_rate: 1.0000e-05 Epoch 147/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0690 - mae: 0.1692 - val_loss: 0.1267 - val_mae: 0.3530 - learning_rate: 1.0000e-05 Epoch 148/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0574 - mae: 0.1485 - val_loss: 0.1251 - val_mae: 0.3508 - learning_rate: 1.0000e-05 Epoch 149/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0601 - mae: 0.1518 - val_loss: 0.1235 - val_mae: 0.3486 - learning_rate: 1.0000e-05 Epoch 150/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0592 - mae: 0.1524 - val_loss: 0.1219 - val_mae: 0.3463 - learning_rate: 1.0000e-05 Epoch 151/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0664 - mae: 0.1634 - val_loss: 0.1203 - val_mae: 0.3440 - learning_rate: 1.0000e-05 Epoch 152/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0613 - mae: 0.1579 - val_loss: 0.1188 - val_mae: 0.3418 - learning_rate: 1.0000e-05 Epoch 153/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0640 - mae: 0.1590 - val_loss: 0.1172 - val_mae: 0.3395 - learning_rate: 1.0000e-05 Epoch 154/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0577 - mae: 0.1525 - val_loss: 0.1156 - val_mae: 0.3373 - learning_rate: 1.0000e-05 Epoch 155/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0569 - mae: 0.1516 - val_loss: 0.1141 - val_mae: 0.3350 - learning_rate: 1.0000e-05 Epoch 156/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0639 - mae: 0.1597 - val_loss: 0.1124 - val_mae: 0.3325 - learning_rate: 1.0000e-05 Epoch 157/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0546 - mae: 0.1460 - val_loss: 0.1108 - val_mae: 0.3302 - learning_rate: 1.0000e-05 Epoch 158/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0719 - mae: 0.1689 - val_loss: 0.1092 - val_mae: 0.3278 - learning_rate: 1.0000e-05 Epoch 159/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0533 - mae: 0.1451 - val_loss: 0.1076 - val_mae: 0.3252 - learning_rate: 1.0000e-05 Epoch 160/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0658 - mae: 0.1595 - val_loss: 0.1059 - val_mae: 0.3227 - learning_rate: 1.0000e-05 Epoch 161/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0569 - mae: 0.1540 - val_loss: 0.1043 - val_mae: 0.3203 - learning_rate: 1.0000e-05 Epoch 162/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0638 - mae: 0.1599 - val_loss: 0.1027 - val_mae: 0.3178 - learning_rate: 1.0000e-05 Epoch 163/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 41ms/step - loss: 0.0495 - mae: 0.1390 - val_loss: 0.1012 - val_mae: 0.3154 - learning_rate: 1.0000e-05 Epoch 164/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0541 - mae: 0.1448 - val_loss: 0.0996 - val_mae: 0.3129 - learning_rate: 1.0000e-05 Epoch 165/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.0582 - mae: 0.1479 - val_loss: 0.0980 - val_mae: 0.3104 - learning_rate: 1.0000e-05 Epoch 166/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0593 - mae: 0.1567 - val_loss: 0.0965 - val_mae: 0.3079 - learning_rate: 1.0000e-05 Epoch 167/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0531 - mae: 0.1445 - val_loss: 0.0948 - val_mae: 0.3053 - learning_rate: 1.0000e-05 Epoch 168/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0551 - mae: 0.1469 - val_loss: 0.0932 - val_mae: 0.3026 - learning_rate: 1.0000e-05 Epoch 169/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0562 - mae: 0.1522 - val_loss: 0.0916 - val_mae: 0.3000 - learning_rate: 1.0000e-05 Epoch 170/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0487 - mae: 0.1317 - val_loss: 0.0902 - val_mae: 0.2976 - learning_rate: 1.0000e-05 Epoch 171/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0507 - mae: 0.1379 - val_loss: 0.0885 - val_mae: 0.2949 - learning_rate: 1.0000e-05 Epoch 172/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0495 - mae: 0.1410 - val_loss: 0.0869 - val_mae: 0.2923 - learning_rate: 1.0000e-05 Epoch 173/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0494 - mae: 0.1371 - val_loss: 0.0854 - val_mae: 0.2897 - learning_rate: 1.0000e-05 Epoch 174/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0496 - mae: 0.1356 - val_loss: 0.0839 - val_mae: 0.2870 - learning_rate: 1.0000e-05 Epoch 175/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0471 - mae: 0.1327 - val_loss: 0.0823 - val_mae: 0.2843 - learning_rate: 1.0000e-05 Epoch 176/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0585 - mae: 0.1538 - val_loss: 0.0807 - val_mae: 0.2815 - learning_rate: 1.0000e-05 Epoch 177/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0521 - mae: 0.1359 - val_loss: 0.0793 - val_mae: 0.2790 - learning_rate: 1.0000e-05 Epoch 178/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0454 - mae: 0.1315 - val_loss: 0.0777 - val_mae: 0.2762 - learning_rate: 1.0000e-05 Epoch 179/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0395 - mae: 0.1217 - val_loss: 0.0763 - val_mae: 0.2736 - learning_rate: 1.0000e-05 Epoch 180/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0490 - mae: 0.1406 - val_loss: 0.0747 - val_mae: 0.2708 - learning_rate: 1.0000e-05 Epoch 181/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0446 - mae: 0.1328 - val_loss: 0.0733 - val_mae: 0.2681 - learning_rate: 1.0000e-05 Epoch 182/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0420 - mae: 0.1245 - val_loss: 0.0718 - val_mae: 0.2654 - learning_rate: 1.0000e-05 Epoch 183/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0439 - mae: 0.1288 - val_loss: 0.0703 - val_mae: 0.2627 - learning_rate: 1.0000e-05 Epoch 184/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0430 - mae: 0.1277 - val_loss: 0.0689 - val_mae: 0.2599 - learning_rate: 1.0000e-05 Epoch 185/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0428 - mae: 0.1272 - val_loss: 0.0675 - val_mae: 0.2572 - learning_rate: 1.0000e-05 Epoch 186/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0375 - mae: 0.1198 - val_loss: 0.0660 - val_mae: 0.2545 - learning_rate: 1.0000e-05 Epoch 187/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0435 - mae: 0.1290 - val_loss: 0.0646 - val_mae: 0.2517 - learning_rate: 1.0000e-05 Epoch 188/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0418 - mae: 0.1229 - val_loss: 0.0633 - val_mae: 0.2490 - learning_rate: 1.0000e-05 Epoch 189/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0432 - mae: 0.1252 - val_loss: 0.0618 - val_mae: 0.2461 - learning_rate: 1.0000e-05 Epoch 190/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0370 - mae: 0.1185 - val_loss: 0.0604 - val_mae: 0.2432 - learning_rate: 1.0000e-05 Epoch 191/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0463 - mae: 0.1310 - val_loss: 0.0590 - val_mae: 0.2403 - learning_rate: 1.0000e-05 Epoch 192/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0442 - mae: 0.1245 - val_loss: 0.0576 - val_mae: 0.2375 - learning_rate: 1.0000e-05 Epoch 193/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0360 - mae: 0.1162 - val_loss: 0.0563 - val_mae: 0.2348 - learning_rate: 1.0000e-05 Epoch 194/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0319 - mae: 0.1089 - val_loss: 0.0550 - val_mae: 0.2320 - learning_rate: 1.0000e-05 Epoch 195/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0432 - mae: 0.1198 - val_loss: 0.0537 - val_mae: 0.2292 - learning_rate: 1.0000e-05 Epoch 196/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0371 - mae: 0.1152 - val_loss: 0.0524 - val_mae: 0.2262 - learning_rate: 1.0000e-05 Epoch 197/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0355 - mae: 0.1110 - val_loss: 0.0511 - val_mae: 0.2234 - learning_rate: 1.0000e-05 Epoch 198/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0314 - mae: 0.1080 - val_loss: 0.0498 - val_mae: 0.2206 - learning_rate: 1.0000e-05 Epoch 199/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0326 - mae: 0.1103 - val_loss: 0.0486 - val_mae: 0.2178 - learning_rate: 1.0000e-05 Epoch 200/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.0370 - mae: 0.1126 - val_loss: 0.0473 - val_mae: 0.2148 - learning_rate: 1.0000e-05 Epoch 201/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0349 - mae: 0.1175 - val_loss: 0.0460 - val_mae: 0.2118 - learning_rate: 1.0000e-05 Epoch 202/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0240 - mae: 0.0962 - val_loss: 0.0449 - val_mae: 0.2091 - learning_rate: 1.0000e-05 Epoch 203/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0233 - mae: 0.0963 - val_loss: 0.0437 - val_mae: 0.2064 - learning_rate: 1.0000e-05 Epoch 204/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0344 - mae: 0.1122 - val_loss: 0.0425 - val_mae: 0.2033 - learning_rate: 1.0000e-05 Epoch 205/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0337 - mae: 0.1065 - val_loss: 0.0413 - val_mae: 0.2004 - learning_rate: 1.0000e-05 Epoch 206/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0330 - mae: 0.1140 - val_loss: 0.0401 - val_mae: 0.1974 - learning_rate: 1.0000e-05 Epoch 207/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0288 - mae: 0.1042 - val_loss: 0.0390 - val_mae: 0.1947 - learning_rate: 1.0000e-05 Epoch 208/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0309 - mae: 0.1083 - val_loss: 0.0378 - val_mae: 0.1917 - learning_rate: 1.0000e-05 Epoch 209/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0253 - mae: 0.0954 - val_loss: 0.0368 - val_mae: 0.1889 - learning_rate: 1.0000e-05 Epoch 210/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0250 - mae: 0.0962 - val_loss: 0.0357 - val_mae: 0.1860 - learning_rate: 1.0000e-05 Epoch 211/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0256 - mae: 0.0985 - val_loss: 0.0346 - val_mae: 0.1830 - learning_rate: 1.0000e-05 Epoch 212/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0304 - mae: 0.1079 - val_loss: 0.0335 - val_mae: 0.1801 - learning_rate: 1.0000e-05 Epoch 213/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 43ms/step - loss: 0.0254 - mae: 0.1006 - val_loss: 0.0324 - val_mae: 0.1771 - learning_rate: 1.0000e-05 Epoch 214/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 0.0257 - mae: 0.0978 - val_loss: 0.0314 - val_mae: 0.1742 - learning_rate: 1.0000e-05 Epoch 215/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0306 - mae: 0.1118 - val_loss: 0.0304 - val_mae: 0.1713 - learning_rate: 1.0000e-05 Epoch 216/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 41ms/step - loss: 0.0286 - mae: 0.1024 - val_loss: 0.0295 - val_mae: 0.1685 - learning_rate: 1.0000e-05 Epoch 217/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0258 - mae: 0.0982 - val_loss: 0.0286 - val_mae: 0.1658 - learning_rate: 1.0000e-05 Epoch 218/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0311 - mae: 0.1097 - val_loss: 0.0276 - val_mae: 0.1628 - learning_rate: 1.0000e-05 Epoch 219/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0277 - mae: 0.0994 - val_loss: 0.0267 - val_mae: 0.1600 - learning_rate: 1.0000e-05 Epoch 220/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0281 - mae: 0.1019 - val_loss: 0.0257 - val_mae: 0.1571 - learning_rate: 1.0000e-05 Epoch 221/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0262 - mae: 0.1005 - val_loss: 0.0249 - val_mae: 0.1543 - learning_rate: 1.0000e-05 Epoch 222/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0249 - mae: 0.0985 - val_loss: 0.0241 - val_mae: 0.1516 - learning_rate: 1.0000e-05 Epoch 223/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0262 - mae: 0.1024 - val_loss: 0.0232 - val_mae: 0.1489 - learning_rate: 1.0000e-05 Epoch 224/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0220 - mae: 0.0897 - val_loss: 0.0226 - val_mae: 0.1465 - learning_rate: 1.0000e-05 Epoch 225/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0201 - mae: 0.0901 - val_loss: 0.0218 - val_mae: 0.1440 - learning_rate: 1.0000e-05 Epoch 226/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0238 - mae: 0.0941 - val_loss: 0.0211 - val_mae: 0.1415 - learning_rate: 1.0000e-05 Epoch 227/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0193 - mae: 0.0884 - val_loss: 0.0204 - val_mae: 0.1390 - learning_rate: 1.0000e-05 Epoch 228/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0193 - mae: 0.0879 - val_loss: 0.0197 - val_mae: 0.1364 - learning_rate: 1.0000e-05 Epoch 229/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0221 - mae: 0.0929 - val_loss: 0.0190 - val_mae: 0.1338 - learning_rate: 1.0000e-05 Epoch 230/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0255 - mae: 0.1013 - val_loss: 0.0184 - val_mae: 0.1314 - learning_rate: 1.0000e-05 Epoch 231/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0189 - mae: 0.0901 - val_loss: 0.0177 - val_mae: 0.1290 - learning_rate: 1.0000e-05 Epoch 232/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0208 - mae: 0.0918 - val_loss: 0.0172 - val_mae: 0.1267 - learning_rate: 1.0000e-05 Epoch 233/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0200 - mae: 0.0883 - val_loss: 0.0166 - val_mae: 0.1243 - learning_rate: 1.0000e-05 Epoch 234/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.0217 - mae: 0.0955 - val_loss: 0.0159 - val_mae: 0.1217 - learning_rate: 1.0000e-05 Epoch 235/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0180 - mae: 0.0873 - val_loss: 0.0154 - val_mae: 0.1194 - learning_rate: 1.0000e-05 Epoch 236/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0177 - mae: 0.0861 - val_loss: 0.0148 - val_mae: 0.1169 - learning_rate: 1.0000e-05 Epoch 237/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0166 - mae: 0.0843 - val_loss: 0.0143 - val_mae: 0.1146 - learning_rate: 1.0000e-05 Epoch 238/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 42ms/step - loss: 0.0221 - mae: 0.0944 - val_loss: 0.0138 - val_mae: 0.1124 - learning_rate: 1.0000e-05 Epoch 239/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0207 - mae: 0.0903 - val_loss: 0.0133 - val_mae: 0.1102 - learning_rate: 1.0000e-05 Epoch 240/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0189 - mae: 0.0885 - val_loss: 0.0128 - val_mae: 0.1080 - learning_rate: 1.0000e-05 Epoch 241/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 39ms/step - loss: 0.0164 - mae: 0.0839 - val_loss: 0.0123 - val_mae: 0.1057 - learning_rate: 1.0000e-05 Epoch 242/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0205 - mae: 0.0858 - val_loss: 0.0118 - val_mae: 0.1034 - learning_rate: 1.0000e-05 Epoch 243/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0224 - mae: 0.0889 - val_loss: 0.0114 - val_mae: 0.1012 - learning_rate: 1.0000e-05 Epoch 244/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0206 - mae: 0.0915 - val_loss: 0.0109 - val_mae: 0.0990 - learning_rate: 1.0000e-05 Epoch 245/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0152 - mae: 0.0813 - val_loss: 0.0106 - val_mae: 0.0970 - learning_rate: 1.0000e-05 Epoch 246/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0174 - mae: 0.0843 - val_loss: 0.0102 - val_mae: 0.0951 - learning_rate: 1.0000e-05 Epoch 247/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0178 - mae: 0.0873 - val_loss: 0.0098 - val_mae: 0.0929 - learning_rate: 1.0000e-05 Epoch 248/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0166 - mae: 0.0827 - val_loss: 0.0094 - val_mae: 0.0910 - learning_rate: 1.0000e-05 Epoch 249/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0178 - mae: 0.0814 - val_loss: 0.0091 - val_mae: 0.0893 - learning_rate: 1.0000e-05 Epoch 250/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0195 - mae: 0.0848 - val_loss: 0.0087 - val_mae: 0.0873 - learning_rate: 1.0000e-05 Epoch 251/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0156 - mae: 0.0822 - val_loss: 0.0084 - val_mae: 0.0853 - learning_rate: 1.0000e-05 Epoch 252/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0207 - mae: 0.0883 - val_loss: 0.0081 - val_mae: 0.0834 - learning_rate: 1.0000e-05 Epoch 253/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0166 - mae: 0.0911 - val_loss: 0.0078 - val_mae: 0.0816 - learning_rate: 1.0000e-05 Epoch 254/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.0144 - mae: 0.0776 - val_loss: 0.0075 - val_mae: 0.0801 - learning_rate: 1.0000e-05 Epoch 255/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0167 - mae: 0.0840 - val_loss: 0.0072 - val_mae: 0.0785 - learning_rate: 1.0000e-05 Epoch 256/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0152 - mae: 0.0805 - val_loss: 0.0069 - val_mae: 0.0766 - learning_rate: 1.0000e-05 Epoch 257/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0222 - mae: 0.0946 - val_loss: 0.0066 - val_mae: 0.0746 - learning_rate: 1.0000e-05 Epoch 258/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0206 - mae: 0.0851 - val_loss: 0.0064 - val_mae: 0.0729 - learning_rate: 1.0000e-05 Epoch 259/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0168 - mae: 0.0834 - val_loss: 0.0061 - val_mae: 0.0711 - learning_rate: 1.0000e-05 Epoch 260/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0156 - mae: 0.0840 - val_loss: 0.0059 - val_mae: 0.0694 - learning_rate: 1.0000e-05 Epoch 261/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0147 - mae: 0.0805 - val_loss: 0.0056 - val_mae: 0.0679 - learning_rate: 1.0000e-05 Epoch 262/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0119 - mae: 0.0729 - val_loss: 0.0054 - val_mae: 0.0665 - learning_rate: 1.0000e-05 Epoch 263/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0171 - mae: 0.0834 - val_loss: 0.0052 - val_mae: 0.0650 - learning_rate: 1.0000e-05 Epoch 264/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0110 - mae: 0.0765 - val_loss: 0.0050 - val_mae: 0.0636 - learning_rate: 1.0000e-05 Epoch 265/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0113 - mae: 0.0715 - val_loss: 0.0049 - val_mae: 0.0624 - learning_rate: 1.0000e-05 Epoch 266/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0119 - mae: 0.0731 - val_loss: 0.0047 - val_mae: 0.0612 - learning_rate: 1.0000e-05 Epoch 267/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0153 - mae: 0.0822 - val_loss: 0.0046 - val_mae: 0.0600 - learning_rate: 1.0000e-05 Epoch 268/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0108 - mae: 0.0766 - val_loss: 0.0044 - val_mae: 0.0589 - learning_rate: 1.0000e-05 Epoch 269/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0125 - mae: 0.0759 - val_loss: 0.0043 - val_mae: 0.0579 - learning_rate: 1.0000e-05 Epoch 270/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0128 - mae: 0.0765 - val_loss: 0.0042 - val_mae: 0.0568 - learning_rate: 1.0000e-05 Epoch 271/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0190 - mae: 0.0900 - val_loss: 0.0040 - val_mae: 0.0559 - learning_rate: 1.0000e-05 Epoch 272/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0128 - mae: 0.0801 - val_loss: 0.0039 - val_mae: 0.0550 - learning_rate: 1.0000e-05 Epoch 273/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0112 - mae: 0.0752 - val_loss: 0.0038 - val_mae: 0.0542 - learning_rate: 1.0000e-05 Epoch 274/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0134 - mae: 0.0820 - val_loss: 0.0037 - val_mae: 0.0534 - learning_rate: 1.0000e-05 Epoch 275/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0169 - mae: 0.0881 - val_loss: 0.0036 - val_mae: 0.0526 - learning_rate: 1.0000e-05 Epoch 276/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0163 - mae: 0.0892 - val_loss: 0.0035 - val_mae: 0.0517 - learning_rate: 1.0000e-05 Epoch 277/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0130 - mae: 0.0814 - val_loss: 0.0034 - val_mae: 0.0509 - learning_rate: 1.0000e-05 Epoch 278/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0127 - mae: 0.0749 - val_loss: 0.0034 - val_mae: 0.0503 - learning_rate: 1.0000e-05 Epoch 279/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0139 - mae: 0.0791 - val_loss: 0.0033 - val_mae: 0.0495 - learning_rate: 1.0000e-05 Epoch 280/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0131 - mae: 0.0764 - val_loss: 0.0032 - val_mae: 0.0489 - learning_rate: 1.0000e-05 Epoch 281/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0088 - mae: 0.0672 - val_loss: 0.0032 - val_mae: 0.0485 - learning_rate: 1.0000e-05 Epoch 282/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0109 - mae: 0.0727 - val_loss: 0.0031 - val_mae: 0.0478 - learning_rate: 1.0000e-05 Epoch 283/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0149 - mae: 0.0785 - val_loss: 0.0030 - val_mae: 0.0473 - learning_rate: 1.0000e-05 Epoch 284/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0144 - mae: 0.0824 - val_loss: 0.0029 - val_mae: 0.0465 - learning_rate: 1.0000e-05 Epoch 285/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0095 - mae: 0.0687 - val_loss: 0.0029 - val_mae: 0.0460 - learning_rate: 1.0000e-05 Epoch 286/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0146 - mae: 0.0808 - val_loss: 0.0028 - val_mae: 0.0456 - learning_rate: 1.0000e-05 Epoch 287/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0135 - mae: 0.0788 - val_loss: 0.0028 - val_mae: 0.0451 - learning_rate: 1.0000e-05 Epoch 288/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0150 - mae: 0.0801 - val_loss: 0.0027 - val_mae: 0.0445 - learning_rate: 1.0000e-05 Epoch 289/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 38ms/step - loss: 0.0132 - mae: 0.0795 - val_loss: 0.0027 - val_mae: 0.0439 - learning_rate: 1.0000e-05 Epoch 290/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0180 - mae: 0.0903 - val_loss: 0.0026 - val_mae: 0.0433 - learning_rate: 1.0000e-05 Epoch 291/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0110 - mae: 0.0697 - val_loss: 0.0026 - val_mae: 0.0430 - learning_rate: 1.0000e-05 Epoch 292/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 0.0137 - mae: 0.0813 - val_loss: 0.0026 - val_mae: 0.0426 - learning_rate: 1.0000e-05 Epoch 293/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0166 - mae: 0.0845 - val_loss: 0.0025 - val_mae: 0.0423 - learning_rate: 1.0000e-05 Epoch 294/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0120 - mae: 0.0791 - val_loss: 0.0025 - val_mae: 0.0422 - learning_rate: 1.0000e-05 Epoch 295/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0134 - mae: 0.0778 - val_loss: 0.0025 - val_mae: 0.0420 - learning_rate: 1.0000e-05 Epoch 296/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0129 - mae: 0.0785 - val_loss: 0.0025 - val_mae: 0.0418 - learning_rate: 5.0000e-06 Epoch 297/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0108 - mae: 0.0726 - val_loss: 0.0025 - val_mae: 0.0416 - learning_rate: 5.0000e-06 Epoch 298/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0165 - mae: 0.0839 - val_loss: 0.0024 - val_mae: 0.0414 - learning_rate: 5.0000e-06 Epoch 299/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0107 - mae: 0.0709 - val_loss: 0.0024 - val_mae: 0.0412 - learning_rate: 5.0000e-06 Epoch 300/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0131 - mae: 0.0766 - val_loss: 0.0024 - val_mae: 0.0411 - learning_rate: 5.0000e-06 Epoch 301/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0113 - mae: 0.0772 - val_loss: 0.0024 - val_mae: 0.0411 - learning_rate: 5.0000e-06 Epoch 302/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0114 - mae: 0.0773 - val_loss: 0.0024 - val_mae: 0.0411 - learning_rate: 2.5000e-06 Epoch 303/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0093 - mae: 0.0687 - val_loss: 0.0024 - val_mae: 0.0410 - learning_rate: 2.5000e-06 Epoch 304/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0122 - mae: 0.0791 - val_loss: 0.0024 - val_mae: 0.0410 - learning_rate: 2.5000e-06 Epoch 305/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0168 - mae: 0.0913 - val_loss: 0.0024 - val_mae: 0.0409 - learning_rate: 1.2500e-06 Epoch 306/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0116 - mae: 0.0782 - val_loss: 0.0024 - val_mae: 0.0409 - learning_rate: 1.2500e-06 Epoch 307/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0124 - mae: 0.0759 - val_loss: 0.0024 - val_mae: 0.0409 - learning_rate: 1.2500e-06 Epoch 308/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0148 - mae: 0.0793 - val_loss: 0.0024 - val_mae: 0.0409 - learning_rate: 6.2500e-07 Epoch 309/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0141 - mae: 0.0838 - val_loss: 0.0024 - val_mae: 0.0409 - learning_rate: 6.2500e-07 Epoch 310/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0098 - mae: 0.0705 - val_loss: 0.0024 - val_mae: 0.0409 - learning_rate: 6.2500e-07 Epoch 311/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0140 - mae: 0.0790 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.1250e-07 Epoch 312/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0134 - mae: 0.0771 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.1250e-07 Epoch 313/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0152 - mae: 0.0816 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.1250e-07 Epoch 314/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0136 - mae: 0.0767 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.5625e-07 Epoch 315/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 0.0184 - mae: 0.0897 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.5625e-07 Epoch 316/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0141 - mae: 0.0825 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.5625e-07 Epoch 317/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 0.0128 - mae: 0.0820 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 7.8125e-08 Epoch 318/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 44ms/step - loss: 0.0139 - mae: 0.0812 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 7.8125e-08 Epoch 319/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0115 - mae: 0.0770 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 7.8125e-08 Epoch 320/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0137 - mae: 0.0803 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.9062e-08 Epoch 321/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0098 - mae: 0.0694 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.9062e-08 Epoch 322/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0108 - mae: 0.0760 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.9062e-08 Epoch 323/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0120 - mae: 0.0768 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.9531e-08 Epoch 324/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0141 - mae: 0.0821 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.9531e-08 Epoch 325/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0112 - mae: 0.0751 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.9531e-08 Epoch 326/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0126 - mae: 0.0771 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 9.7656e-09 Epoch 327/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0179 - mae: 0.0898 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 9.7656e-09 Epoch 328/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0105 - mae: 0.0733 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 9.7656e-09 Epoch 329/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0122 - mae: 0.0804 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 4.8828e-09 Epoch 330/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0142 - mae: 0.0756 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 4.8828e-09 Epoch 331/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0109 - mae: 0.0710 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 4.8828e-09 Epoch 332/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0120 - mae: 0.0780 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 2.4414e-09 Epoch 333/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0126 - mae: 0.0800 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 2.4414e-09 Epoch 334/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0154 - mae: 0.0808 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 2.4414e-09 Epoch 335/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0140 - mae: 0.0802 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.2207e-09 Epoch 336/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0148 - mae: 0.0833 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.2207e-09 Epoch 337/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0115 - mae: 0.0737 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 1.2207e-09 Epoch 338/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0122 - mae: 0.0771 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 6.1035e-10 Epoch 339/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0084 - mae: 0.0671 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 6.1035e-10 Epoch 340/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0117 - mae: 0.0784 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 6.1035e-10 Epoch 341/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0127 - mae: 0.0742 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.0518e-10 Epoch 342/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0096 - mae: 0.0728 - val_loss: 0.0024 - val_mae: 0.0408 - learning_rate: 3.0518e-10 5/5 ━━━━━━━━━━━━━━━━━━━━ 1s 195ms/step Regression Metrics: MSE: 2985628.5200 MAE: 1440.3080 RMSE: 1727.8971 R2 Score: 0.3870 Epoch 1/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 17s 374ms/step - loss: 0.1312 - mae: 0.2617 - val_loss: 0.2916 - val_mae: 0.5364 - learning_rate: 1.0000e-05 Epoch 2/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 98ms/step - loss: 0.1312 - mae: 0.2594 - val_loss: 0.2901 - val_mae: 0.5349 - learning_rate: 1.0000e-05 Epoch 3/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.1222 - mae: 0.2524 - val_loss: 0.2885 - val_mae: 0.5335 - learning_rate: 1.0000e-05 Epoch 4/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.1413 - mae: 0.2671 - val_loss: 0.2870 - val_mae: 0.5321 - learning_rate: 1.0000e-05 Epoch 5/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.1210 - mae: 0.2465 - val_loss: 0.2856 - val_mae: 0.5307 - learning_rate: 1.0000e-05 Epoch 6/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.1423 - mae: 0.2674 - val_loss: 0.2841 - val_mae: 0.5294 - learning_rate: 1.0000e-05 Epoch 7/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.1280 - mae: 0.2541 - val_loss: 0.2827 - val_mae: 0.5281 - learning_rate: 1.0000e-05 Epoch 8/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.1266 - mae: 0.2502 - val_loss: 0.2813 - val_mae: 0.5268 - learning_rate: 1.0000e-05 Epoch 9/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1163 - mae: 0.2403 - val_loss: 0.2799 - val_mae: 0.5254 - learning_rate: 1.0000e-05 Epoch 10/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 0.1237 - mae: 0.2443 - val_loss: 0.2783 - val_mae: 0.5239 - learning_rate: 1.0000e-05 Epoch 11/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.1307 - mae: 0.2554 - val_loss: 0.2767 - val_mae: 0.5224 - learning_rate: 1.0000e-05 Epoch 12/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 97ms/step - loss: 0.1220 - mae: 0.2430 - val_loss: 0.2752 - val_mae: 0.5210 - learning_rate: 1.0000e-05 Epoch 13/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.1267 - mae: 0.2514 - val_loss: 0.2736 - val_mae: 0.5195 - learning_rate: 1.0000e-05 Epoch 14/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 123ms/step - loss: 0.1235 - mae: 0.2397 - val_loss: 0.2719 - val_mae: 0.5179 - learning_rate: 1.0000e-05 Epoch 15/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.1288 - mae: 0.2465 - val_loss: 0.2702 - val_mae: 0.5162 - learning_rate: 1.0000e-05 Epoch 16/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.1214 - mae: 0.2385 - val_loss: 0.2684 - val_mae: 0.5145 - learning_rate: 1.0000e-05 Epoch 17/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.1300 - mae: 0.2505 - val_loss: 0.2666 - val_mae: 0.5128 - learning_rate: 1.0000e-05 Epoch 18/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.1147 - mae: 0.2340 - val_loss: 0.2649 - val_mae: 0.5111 - learning_rate: 1.0000e-05 Epoch 19/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 109ms/step - loss: 0.1105 - mae: 0.2295 - val_loss: 0.2632 - val_mae: 0.5095 - learning_rate: 1.0000e-05 Epoch 20/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 107ms/step - loss: 0.1177 - mae: 0.2329 - val_loss: 0.2614 - val_mae: 0.5077 - learning_rate: 1.0000e-05 Epoch 21/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 119ms/step - loss: 0.1161 - mae: 0.2313 - val_loss: 0.2596 - val_mae: 0.5060 - learning_rate: 1.0000e-05 Epoch 22/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.1085 - mae: 0.2193 - val_loss: 0.2579 - val_mae: 0.5044 - learning_rate: 1.0000e-05 Epoch 23/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.1218 - mae: 0.2391 - val_loss: 0.2561 - val_mae: 0.5026 - learning_rate: 1.0000e-05 Epoch 24/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.1137 - mae: 0.2294 - val_loss: 0.2543 - val_mae: 0.5008 - learning_rate: 1.0000e-05 Epoch 25/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.1088 - mae: 0.2250 - val_loss: 0.2526 - val_mae: 0.4991 - learning_rate: 1.0000e-05 Epoch 26/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 44ms/step - loss: 0.1260 - mae: 0.2451 - val_loss: 0.2507 - val_mae: 0.4973 - learning_rate: 1.0000e-05 Epoch 27/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.1210 - mae: 0.2325 - val_loss: 0.2490 - val_mae: 0.4955 - learning_rate: 1.0000e-05 Epoch 28/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.1172 - mae: 0.2307 - val_loss: 0.2472 - val_mae: 0.4937 - learning_rate: 1.0000e-05 Epoch 29/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 41ms/step - loss: 0.1182 - mae: 0.2328 - val_loss: 0.2453 - val_mae: 0.4919 - learning_rate: 1.0000e-05 Epoch 30/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.1159 - mae: 0.2286 - val_loss: 0.2435 - val_mae: 0.4901 - learning_rate: 1.0000e-05 Epoch 31/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.1167 - mae: 0.2298 - val_loss: 0.2417 - val_mae: 0.4882 - learning_rate: 1.0000e-05 Epoch 32/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1173 - mae: 0.2293 - val_loss: 0.2399 - val_mae: 0.4864 - learning_rate: 1.0000e-05 Epoch 33/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1002 - mae: 0.2143 - val_loss: 0.2381 - val_mae: 0.4845 - learning_rate: 1.0000e-05 Epoch 34/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.1187 - mae: 0.2324 - val_loss: 0.2361 - val_mae: 0.4824 - learning_rate: 1.0000e-05 Epoch 35/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1118 - mae: 0.2235 - val_loss: 0.2341 - val_mae: 0.4804 - learning_rate: 1.0000e-05 Epoch 36/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0969 - mae: 0.2061 - val_loss: 0.2322 - val_mae: 0.4785 - learning_rate: 1.0000e-05 Epoch 37/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.1017 - mae: 0.2057 - val_loss: 0.2303 - val_mae: 0.4765 - learning_rate: 1.0000e-05 Epoch 38/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.1035 - mae: 0.2114 - val_loss: 0.2284 - val_mae: 0.4746 - learning_rate: 1.0000e-05 Epoch 39/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1080 - mae: 0.2181 - val_loss: 0.2266 - val_mae: 0.4726 - learning_rate: 1.0000e-05 Epoch 40/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0970 - mae: 0.2009 - val_loss: 0.2247 - val_mae: 0.4707 - learning_rate: 1.0000e-05 Epoch 41/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1135 - mae: 0.2283 - val_loss: 0.2229 - val_mae: 0.4687 - learning_rate: 1.0000e-05 Epoch 42/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1030 - mae: 0.2129 - val_loss: 0.2210 - val_mae: 0.4668 - learning_rate: 1.0000e-05 Epoch 43/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.1056 - mae: 0.2152 - val_loss: 0.2192 - val_mae: 0.4648 - learning_rate: 1.0000e-05 Epoch 44/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1050 - mae: 0.2096 - val_loss: 0.2173 - val_mae: 0.4628 - learning_rate: 1.0000e-05 Epoch 45/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0944 - mae: 0.2004 - val_loss: 0.2154 - val_mae: 0.4608 - learning_rate: 1.0000e-05 Epoch 46/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0892 - mae: 0.1974 - val_loss: 0.2135 - val_mae: 0.4587 - learning_rate: 1.0000e-05 Epoch 47/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1157 - mae: 0.2246 - val_loss: 0.2115 - val_mae: 0.4566 - learning_rate: 1.0000e-05 Epoch 48/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0997 - mae: 0.2023 - val_loss: 0.2095 - val_mae: 0.4544 - learning_rate: 1.0000e-05 Epoch 49/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0809 - mae: 0.1860 - val_loss: 0.2076 - val_mae: 0.4523 - learning_rate: 1.0000e-05 Epoch 50/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0962 - mae: 0.2005 - val_loss: 0.2056 - val_mae: 0.4501 - learning_rate: 1.0000e-05 Epoch 51/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 39ms/step - loss: 0.1007 - mae: 0.2031 - val_loss: 0.2036 - val_mae: 0.4479 - learning_rate: 1.0000e-05 Epoch 52/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.1004 - mae: 0.2050 - val_loss: 0.2015 - val_mae: 0.4456 - learning_rate: 1.0000e-05 Epoch 53/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.0969 - mae: 0.1999 - val_loss: 0.1995 - val_mae: 0.4434 - learning_rate: 1.0000e-05 Epoch 54/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.0907 - mae: 0.2009 - val_loss: 0.1976 - val_mae: 0.4412 - learning_rate: 1.0000e-05 Epoch 55/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0926 - mae: 0.1989 - val_loss: 0.1956 - val_mae: 0.4389 - learning_rate: 1.0000e-05 Epoch 56/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0846 - mae: 0.1890 - val_loss: 0.1936 - val_mae: 0.4367 - learning_rate: 1.0000e-05 Epoch 57/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0951 - mae: 0.2016 - val_loss: 0.1914 - val_mae: 0.4343 - learning_rate: 1.0000e-05 Epoch 58/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0849 - mae: 0.1892 - val_loss: 0.1894 - val_mae: 0.4320 - learning_rate: 1.0000e-05 Epoch 59/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0981 - mae: 0.2016 - val_loss: 0.1874 - val_mae: 0.4297 - learning_rate: 1.0000e-05 Epoch 60/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0868 - mae: 0.1948 - val_loss: 0.1854 - val_mae: 0.4274 - learning_rate: 1.0000e-05 Epoch 61/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0874 - mae: 0.1948 - val_loss: 0.1834 - val_mae: 0.4251 - learning_rate: 1.0000e-05 Epoch 62/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0811 - mae: 0.1834 - val_loss: 0.1815 - val_mae: 0.4228 - learning_rate: 1.0000e-05 Epoch 63/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0755 - mae: 0.1756 - val_loss: 0.1795 - val_mae: 0.4205 - learning_rate: 1.0000e-05 Epoch 64/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0827 - mae: 0.1823 - val_loss: 0.1775 - val_mae: 0.4181 - learning_rate: 1.0000e-05 Epoch 65/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0863 - mae: 0.1943 - val_loss: 0.1755 - val_mae: 0.4157 - learning_rate: 1.0000e-05 Epoch 66/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0744 - mae: 0.1681 - val_loss: 0.1735 - val_mae: 0.4134 - learning_rate: 1.0000e-05 Epoch 67/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0792 - mae: 0.1836 - val_loss: 0.1715 - val_mae: 0.4109 - learning_rate: 1.0000e-05 Epoch 68/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0830 - mae: 0.1817 - val_loss: 0.1693 - val_mae: 0.4083 - learning_rate: 1.0000e-05 Epoch 69/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0783 - mae: 0.1785 - val_loss: 0.1672 - val_mae: 0.4058 - learning_rate: 1.0000e-05 Epoch 70/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0703 - mae: 0.1698 - val_loss: 0.1652 - val_mae: 0.4033 - learning_rate: 1.0000e-05 Epoch 71/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0823 - mae: 0.1822 - val_loss: 0.1631 - val_mae: 0.4007 - learning_rate: 1.0000e-05 Epoch 72/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0769 - mae: 0.1803 - val_loss: 0.1611 - val_mae: 0.3982 - learning_rate: 1.0000e-05 Epoch 73/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0836 - mae: 0.1879 - val_loss: 0.1591 - val_mae: 0.3957 - learning_rate: 1.0000e-05 Epoch 74/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0734 - mae: 0.1752 - val_loss: 0.1571 - val_mae: 0.3933 - learning_rate: 1.0000e-05 Epoch 75/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0779 - mae: 0.1767 - val_loss: 0.1550 - val_mae: 0.3906 - learning_rate: 1.0000e-05 Epoch 76/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0684 - mae: 0.1700 - val_loss: 0.1530 - val_mae: 0.3880 - learning_rate: 1.0000e-05 Epoch 77/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0734 - mae: 0.1790 - val_loss: 0.1508 - val_mae: 0.3852 - learning_rate: 1.0000e-05 Epoch 78/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0708 - mae: 0.1699 - val_loss: 0.1486 - val_mae: 0.3825 - learning_rate: 1.0000e-05 Epoch 79/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0544 - mae: 0.1502 - val_loss: 0.1466 - val_mae: 0.3798 - learning_rate: 1.0000e-05 Epoch 80/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0846 - mae: 0.1892 - val_loss: 0.1443 - val_mae: 0.3769 - learning_rate: 1.0000e-05 Epoch 81/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0603 - mae: 0.1575 - val_loss: 0.1423 - val_mae: 0.3742 - learning_rate: 1.0000e-05 Epoch 82/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0654 - mae: 0.1621 - val_loss: 0.1403 - val_mae: 0.3716 - learning_rate: 1.0000e-05 Epoch 83/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0621 - mae: 0.1620 - val_loss: 0.1383 - val_mae: 0.3689 - learning_rate: 1.0000e-05 Epoch 84/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0695 - mae: 0.1676 - val_loss: 0.1362 - val_mae: 0.3660 - learning_rate: 1.0000e-05 Epoch 85/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0618 - mae: 0.1600 - val_loss: 0.1341 - val_mae: 0.3633 - learning_rate: 1.0000e-05 Epoch 86/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0662 - mae: 0.1640 - val_loss: 0.1320 - val_mae: 0.3604 - learning_rate: 1.0000e-05 Epoch 87/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0618 - mae: 0.1613 - val_loss: 0.1300 - val_mae: 0.3576 - learning_rate: 1.0000e-05 Epoch 88/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0611 - mae: 0.1567 - val_loss: 0.1279 - val_mae: 0.3547 - learning_rate: 1.0000e-05 Epoch 89/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0657 - mae: 0.1607 - val_loss: 0.1259 - val_mae: 0.3519 - learning_rate: 1.0000e-05 Epoch 90/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0587 - mae: 0.1554 - val_loss: 0.1239 - val_mae: 0.3490 - learning_rate: 1.0000e-05 Epoch 91/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0590 - mae: 0.1560 - val_loss: 0.1218 - val_mae: 0.3461 - learning_rate: 1.0000e-05 Epoch 92/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0545 - mae: 0.1431 - val_loss: 0.1198 - val_mae: 0.3432 - learning_rate: 1.0000e-05 Epoch 93/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0502 - mae: 0.1402 - val_loss: 0.1177 - val_mae: 0.3402 - learning_rate: 1.0000e-05 Epoch 94/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0527 - mae: 0.1457 - val_loss: 0.1156 - val_mae: 0.3371 - learning_rate: 1.0000e-05 Epoch 95/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0583 - mae: 0.1489 - val_loss: 0.1136 - val_mae: 0.3341 - learning_rate: 1.0000e-05 Epoch 96/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0473 - mae: 0.1349 - val_loss: 0.1116 - val_mae: 0.3312 - learning_rate: 1.0000e-05 Epoch 97/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0565 - mae: 0.1478 - val_loss: 0.1097 - val_mae: 0.3283 - learning_rate: 1.0000e-05 Epoch 98/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0535 - mae: 0.1501 - val_loss: 0.1077 - val_mae: 0.3252 - learning_rate: 1.0000e-05 Epoch 99/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0560 - mae: 0.1538 - val_loss: 0.1056 - val_mae: 0.3221 - learning_rate: 1.0000e-05 Epoch 100/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0476 - mae: 0.1335 - val_loss: 0.1037 - val_mae: 0.3191 - learning_rate: 1.0000e-05 Epoch 101/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 0.0510 - mae: 0.1352 - val_loss: 0.1018 - val_mae: 0.3161 - learning_rate: 1.0000e-05 Epoch 102/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0604 - mae: 0.1549 - val_loss: 0.0996 - val_mae: 0.3128 - learning_rate: 1.0000e-05 Epoch 103/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0534 - mae: 0.1439 - val_loss: 0.0976 - val_mae: 0.3096 - learning_rate: 1.0000e-05 Epoch 104/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0538 - mae: 0.1465 - val_loss: 0.0957 - val_mae: 0.3065 - learning_rate: 1.0000e-05 Epoch 105/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0535 - mae: 0.1472 - val_loss: 0.0937 - val_mae: 0.3033 - learning_rate: 1.0000e-05 Epoch 106/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0434 - mae: 0.1301 - val_loss: 0.0917 - val_mae: 0.3000 - learning_rate: 1.0000e-05 Epoch 107/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0565 - mae: 0.1482 - val_loss: 0.0898 - val_mae: 0.2968 - learning_rate: 1.0000e-05 Epoch 108/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0471 - mae: 0.1344 - val_loss: 0.0879 - val_mae: 0.2936 - learning_rate: 1.0000e-05 Epoch 109/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0466 - mae: 0.1329 - val_loss: 0.0860 - val_mae: 0.2904 - learning_rate: 1.0000e-05 Epoch 110/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0388 - mae: 0.1217 - val_loss: 0.0842 - val_mae: 0.2873 - learning_rate: 1.0000e-05 Epoch 111/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0416 - mae: 0.1253 - val_loss: 0.0823 - val_mae: 0.2841 - learning_rate: 1.0000e-05 Epoch 112/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0453 - mae: 0.1268 - val_loss: 0.0806 - val_mae: 0.2811 - learning_rate: 1.0000e-05 Epoch 113/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0334 - mae: 0.1124 - val_loss: 0.0787 - val_mae: 0.2777 - learning_rate: 1.0000e-05 Epoch 114/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0427 - mae: 0.1297 - val_loss: 0.0768 - val_mae: 0.2743 - learning_rate: 1.0000e-05 Epoch 115/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 43ms/step - loss: 0.0437 - mae: 0.1295 - val_loss: 0.0750 - val_mae: 0.2710 - learning_rate: 1.0000e-05 Epoch 116/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.0412 - mae: 0.1287 - val_loss: 0.0732 - val_mae: 0.2677 - learning_rate: 1.0000e-05 Epoch 117/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0399 - mae: 0.1234 - val_loss: 0.0714 - val_mae: 0.2643 - learning_rate: 1.0000e-05 Epoch 118/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0425 - mae: 0.1239 - val_loss: 0.0696 - val_mae: 0.2609 - learning_rate: 1.0000e-05 Epoch 119/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0386 - mae: 0.1207 - val_loss: 0.0678 - val_mae: 0.2574 - learning_rate: 1.0000e-05 Epoch 120/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0360 - mae: 0.1148 - val_loss: 0.0660 - val_mae: 0.2541 - learning_rate: 1.0000e-05 Epoch 121/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0433 - mae: 0.1266 - val_loss: 0.0642 - val_mae: 0.2504 - learning_rate: 1.0000e-05 Epoch 122/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0391 - mae: 0.1229 - val_loss: 0.0624 - val_mae: 0.2469 - learning_rate: 1.0000e-05 Epoch 123/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0381 - mae: 0.1190 - val_loss: 0.0608 - val_mae: 0.2435 - learning_rate: 1.0000e-05 Epoch 124/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0318 - mae: 0.1116 - val_loss: 0.0592 - val_mae: 0.2403 - learning_rate: 1.0000e-05 Epoch 125/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0301 - mae: 0.1049 - val_loss: 0.0576 - val_mae: 0.2371 - learning_rate: 1.0000e-05 Epoch 126/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0282 - mae: 0.1024 - val_loss: 0.0561 - val_mae: 0.2339 - learning_rate: 1.0000e-05 Epoch 127/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0325 - mae: 0.1088 - val_loss: 0.0544 - val_mae: 0.2302 - learning_rate: 1.0000e-05 Epoch 128/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0322 - mae: 0.1043 - val_loss: 0.0528 - val_mae: 0.2267 - learning_rate: 1.0000e-05 Epoch 129/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0366 - mae: 0.1190 - val_loss: 0.0512 - val_mae: 0.2232 - learning_rate: 1.0000e-05 Epoch 130/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0311 - mae: 0.1113 - val_loss: 0.0496 - val_mae: 0.2196 - learning_rate: 1.0000e-05 Epoch 131/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0286 - mae: 0.1053 - val_loss: 0.0481 - val_mae: 0.2162 - learning_rate: 1.0000e-05 Epoch 132/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0282 - mae: 0.1034 - val_loss: 0.0467 - val_mae: 0.2129 - learning_rate: 1.0000e-05 Epoch 133/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0304 - mae: 0.1113 - val_loss: 0.0452 - val_mae: 0.2092 - learning_rate: 1.0000e-05 Epoch 134/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0255 - mae: 0.0985 - val_loss: 0.0437 - val_mae: 0.2058 - learning_rate: 1.0000e-05 Epoch 135/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0302 - mae: 0.1082 - val_loss: 0.0423 - val_mae: 0.2022 - learning_rate: 1.0000e-05 Epoch 136/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0265 - mae: 0.0966 - val_loss: 0.0409 - val_mae: 0.1988 - learning_rate: 1.0000e-05 Epoch 137/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0280 - mae: 0.1015 - val_loss: 0.0395 - val_mae: 0.1952 - learning_rate: 1.0000e-05 Epoch 138/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0329 - mae: 0.1080 - val_loss: 0.0381 - val_mae: 0.1917 - learning_rate: 1.0000e-05 Epoch 139/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0261 - mae: 0.1003 - val_loss: 0.0368 - val_mae: 0.1882 - learning_rate: 1.0000e-05 Epoch 140/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0236 - mae: 0.0958 - val_loss: 0.0355 - val_mae: 0.1846 - learning_rate: 1.0000e-05 Epoch 141/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0236 - mae: 0.0939 - val_loss: 0.0342 - val_mae: 0.1812 - learning_rate: 1.0000e-05 Epoch 142/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0262 - mae: 0.1003 - val_loss: 0.0329 - val_mae: 0.1777 - learning_rate: 1.0000e-05 Epoch 143/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0264 - mae: 0.0966 - val_loss: 0.0317 - val_mae: 0.1742 - learning_rate: 1.0000e-05 Epoch 144/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0244 - mae: 0.1002 - val_loss: 0.0305 - val_mae: 0.1707 - learning_rate: 1.0000e-05 Epoch 145/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0249 - mae: 0.0980 - val_loss: 0.0294 - val_mae: 0.1674 - learning_rate: 1.0000e-05 Epoch 146/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0221 - mae: 0.0927 - val_loss: 0.0283 - val_mae: 0.1641 - learning_rate: 1.0000e-05 Epoch 147/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0202 - mae: 0.0915 - val_loss: 0.0273 - val_mae: 0.1609 - learning_rate: 1.0000e-05 Epoch 148/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0203 - mae: 0.0904 - val_loss: 0.0262 - val_mae: 0.1576 - learning_rate: 1.0000e-05 Epoch 149/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0205 - mae: 0.0880 - val_loss: 0.0253 - val_mae: 0.1546 - learning_rate: 1.0000e-05 Epoch 150/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0150 - mae: 0.0802 - val_loss: 0.0244 - val_mae: 0.1518 - learning_rate: 1.0000e-05 Epoch 151/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0170 - mae: 0.0859 - val_loss: 0.0235 - val_mae: 0.1488 - learning_rate: 1.0000e-05 Epoch 152/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0221 - mae: 0.0993 - val_loss: 0.0225 - val_mae: 0.1455 - learning_rate: 1.0000e-05 Epoch 153/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0166 - mae: 0.0843 - val_loss: 0.0217 - val_mae: 0.1425 - learning_rate: 1.0000e-05 Epoch 154/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0247 - mae: 0.1001 - val_loss: 0.0208 - val_mae: 0.1395 - learning_rate: 1.0000e-05 Epoch 155/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0206 - mae: 0.0950 - val_loss: 0.0199 - val_mae: 0.1364 - learning_rate: 1.0000e-05 Epoch 156/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0205 - mae: 0.0894 - val_loss: 0.0191 - val_mae: 0.1334 - learning_rate: 1.0000e-05 Epoch 157/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0180 - mae: 0.0877 - val_loss: 0.0183 - val_mae: 0.1304 - learning_rate: 1.0000e-05 Epoch 158/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0179 - mae: 0.0828 - val_loss: 0.0176 - val_mae: 0.1278 - learning_rate: 1.0000e-05 Epoch 159/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0127 - mae: 0.0770 - val_loss: 0.0168 - val_mae: 0.1249 - learning_rate: 1.0000e-05 Epoch 160/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0191 - mae: 0.0865 - val_loss: 0.0162 - val_mae: 0.1222 - learning_rate: 1.0000e-05 Epoch 161/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0182 - mae: 0.0862 - val_loss: 0.0154 - val_mae: 0.1192 - learning_rate: 1.0000e-05 Epoch 162/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0128 - mae: 0.0789 - val_loss: 0.0148 - val_mae: 0.1163 - learning_rate: 1.0000e-05 Epoch 163/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0136 - mae: 0.0810 - val_loss: 0.0142 - val_mae: 0.1138 - learning_rate: 1.0000e-05 Epoch 164/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0201 - mae: 0.0890 - val_loss: 0.0135 - val_mae: 0.1109 - learning_rate: 1.0000e-05 Epoch 165/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0164 - mae: 0.0865 - val_loss: 0.0129 - val_mae: 0.1083 - learning_rate: 1.0000e-05 Epoch 166/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0108 - mae: 0.0736 - val_loss: 0.0125 - val_mae: 0.1061 - learning_rate: 1.0000e-05 Epoch 167/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0129 - mae: 0.0792 - val_loss: 0.0119 - val_mae: 0.1036 - learning_rate: 1.0000e-05 Epoch 168/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0132 - mae: 0.0777 - val_loss: 0.0115 - val_mae: 0.1012 - learning_rate: 1.0000e-05 Epoch 169/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0186 - mae: 0.0894 - val_loss: 0.0109 - val_mae: 0.0985 - learning_rate: 1.0000e-05 Epoch 170/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0162 - mae: 0.0840 - val_loss: 0.0105 - val_mae: 0.0963 - learning_rate: 1.0000e-05 Epoch 171/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0145 - mae: 0.0813 - val_loss: 0.0100 - val_mae: 0.0940 - learning_rate: 1.0000e-05 Epoch 172/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0173 - mae: 0.0880 - val_loss: 0.0096 - val_mae: 0.0917 - learning_rate: 1.0000e-05 Epoch 173/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0148 - mae: 0.0768 - val_loss: 0.0092 - val_mae: 0.0893 - learning_rate: 1.0000e-05 Epoch 174/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0125 - mae: 0.0753 - val_loss: 0.0088 - val_mae: 0.0872 - learning_rate: 1.0000e-05 Epoch 175/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0137 - mae: 0.0798 - val_loss: 0.0084 - val_mae: 0.0848 - learning_rate: 1.0000e-05 Epoch 176/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0112 - mae: 0.0726 - val_loss: 0.0081 - val_mae: 0.0831 - learning_rate: 1.0000e-05 Epoch 177/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0124 - mae: 0.0758 - val_loss: 0.0078 - val_mae: 0.0812 - learning_rate: 1.0000e-05 Epoch 178/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0115 - mae: 0.0759 - val_loss: 0.0075 - val_mae: 0.0794 - learning_rate: 1.0000e-05 Epoch 179/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0130 - mae: 0.0775 - val_loss: 0.0071 - val_mae: 0.0772 - learning_rate: 1.0000e-05 Epoch 180/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0151 - mae: 0.0851 - val_loss: 0.0068 - val_mae: 0.0753 - learning_rate: 1.0000e-05 Epoch 181/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0131 - mae: 0.0782 - val_loss: 0.0066 - val_mae: 0.0734 - learning_rate: 1.0000e-05 Epoch 182/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0118 - mae: 0.0778 - val_loss: 0.0063 - val_mae: 0.0716 - learning_rate: 1.0000e-05 Epoch 183/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0129 - mae: 0.0794 - val_loss: 0.0060 - val_mae: 0.0697 - learning_rate: 1.0000e-05 Epoch 184/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0092 - mae: 0.0678 - val_loss: 0.0059 - val_mae: 0.0684 - learning_rate: 1.0000e-05 Epoch 185/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0124 - mae: 0.0779 - val_loss: 0.0057 - val_mae: 0.0668 - learning_rate: 1.0000e-05 Epoch 186/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0127 - mae: 0.0828 - val_loss: 0.0055 - val_mae: 0.0652 - learning_rate: 1.0000e-05 Epoch 187/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0141 - mae: 0.0814 - val_loss: 0.0053 - val_mae: 0.0638 - learning_rate: 1.0000e-05 Epoch 188/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0142 - mae: 0.0836 - val_loss: 0.0051 - val_mae: 0.0626 - learning_rate: 1.0000e-05 Epoch 189/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0133 - mae: 0.0787 - val_loss: 0.0050 - val_mae: 0.0617 - learning_rate: 1.0000e-05 Epoch 190/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0123 - mae: 0.0790 - val_loss: 0.0049 - val_mae: 0.0606 - learning_rate: 1.0000e-05 Epoch 191/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0134 - mae: 0.0811 - val_loss: 0.0047 - val_mae: 0.0594 - learning_rate: 1.0000e-05 Epoch 192/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0105 - mae: 0.0762 - val_loss: 0.0046 - val_mae: 0.0582 - learning_rate: 1.0000e-05 Epoch 193/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0104 - mae: 0.0712 - val_loss: 0.0044 - val_mae: 0.0572 - learning_rate: 1.0000e-05 Epoch 194/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0127 - mae: 0.0791 - val_loss: 0.0043 - val_mae: 0.0562 - learning_rate: 1.0000e-05 Epoch 195/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0106 - mae: 0.0726 - val_loss: 0.0042 - val_mae: 0.0556 - learning_rate: 1.0000e-05 Epoch 196/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0099 - mae: 0.0727 - val_loss: 0.0042 - val_mae: 0.0551 - learning_rate: 1.0000e-05 Epoch 197/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0090 - mae: 0.0704 - val_loss: 0.0042 - val_mae: 0.0549 - learning_rate: 1.0000e-05 Epoch 198/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0114 - mae: 0.0750 - val_loss: 0.0041 - val_mae: 0.0545 - learning_rate: 1.0000e-05 Epoch 199/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0114 - mae: 0.0790 - val_loss: 0.0041 - val_mae: 0.0540 - learning_rate: 1.0000e-05 Epoch 200/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0126 - mae: 0.0786 - val_loss: 0.0040 - val_mae: 0.0532 - learning_rate: 1.0000e-05 Epoch 201/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0147 - mae: 0.0843 - val_loss: 0.0039 - val_mae: 0.0527 - learning_rate: 1.0000e-05 Epoch 202/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0124 - mae: 0.0776 - val_loss: 0.0039 - val_mae: 0.0523 - learning_rate: 1.0000e-05 Epoch 203/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0099 - mae: 0.0751 - val_loss: 0.0038 - val_mae: 0.0521 - learning_rate: 1.0000e-05 Epoch 204/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.0091 - mae: 0.0685 - val_loss: 0.0038 - val_mae: 0.0519 - learning_rate: 1.0000e-05 Epoch 205/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 0.0107 - mae: 0.0769 - val_loss: 0.0038 - val_mae: 0.0517 - learning_rate: 1.0000e-05 Epoch 206/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0102 - mae: 0.0725 - val_loss: 0.0038 - val_mae: 0.0516 - learning_rate: 1.0000e-05 Epoch 207/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0131 - mae: 0.0795 - val_loss: 0.0038 - val_mae: 0.0514 - learning_rate: 5.0000e-06 Epoch 208/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0105 - mae: 0.0750 - val_loss: 0.0037 - val_mae: 0.0513 - learning_rate: 5.0000e-06 Epoch 209/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0109 - mae: 0.0750 - val_loss: 0.0037 - val_mae: 0.0511 - learning_rate: 5.0000e-06 Epoch 210/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0101 - mae: 0.0687 - val_loss: 0.0037 - val_mae: 0.0509 - learning_rate: 5.0000e-06 Epoch 211/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0136 - mae: 0.0793 - val_loss: 0.0037 - val_mae: 0.0507 - learning_rate: 5.0000e-06 Epoch 212/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0131 - mae: 0.0770 - val_loss: 0.0037 - val_mae: 0.0505 - learning_rate: 5.0000e-06 Epoch 213/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0084 - mae: 0.0658 - val_loss: 0.0037 - val_mae: 0.0504 - learning_rate: 2.5000e-06 Epoch 214/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0096 - mae: 0.0703 - val_loss: 0.0037 - val_mae: 0.0503 - learning_rate: 2.5000e-06 Epoch 215/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0105 - mae: 0.0742 - val_loss: 0.0036 - val_mae: 0.0502 - learning_rate: 2.5000e-06 Epoch 216/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.0109 - mae: 0.0737 - val_loss: 0.0036 - val_mae: 0.0502 - learning_rate: 1.2500e-06 Epoch 217/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0113 - mae: 0.0758 - val_loss: 0.0036 - val_mae: 0.0502 - learning_rate: 1.2500e-06 Epoch 218/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0104 - mae: 0.0763 - val_loss: 0.0036 - val_mae: 0.0502 - learning_rate: 1.2500e-06 Epoch 219/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0099 - mae: 0.0709 - val_loss: 0.0036 - val_mae: 0.0501 - learning_rate: 6.2500e-07 Epoch 220/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0136 - mae: 0.0809 - val_loss: 0.0036 - val_mae: 0.0501 - learning_rate: 6.2500e-07 Epoch 221/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0107 - mae: 0.0758 - val_loss: 0.0036 - val_mae: 0.0501 - learning_rate: 6.2500e-07 Epoch 222/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0137 - mae: 0.0847 - val_loss: 0.0036 - val_mae: 0.0501 - learning_rate: 6.2500e-07 Epoch 223/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0104 - mae: 0.0740 - val_loss: 0.0036 - val_mae: 0.0501 - learning_rate: 6.2500e-07 Epoch 224/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0098 - mae: 0.0712 - val_loss: 0.0036 - val_mae: 0.0501 - learning_rate: 3.1250e-07 Epoch 225/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.0113 - mae: 0.0752 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.1250e-07 Epoch 226/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0116 - mae: 0.0747 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.1250e-07 Epoch 227/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0113 - mae: 0.0703 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.5625e-07 Epoch 228/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0098 - mae: 0.0743 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.5625e-07 Epoch 229/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0109 - mae: 0.0761 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.5625e-07 Epoch 230/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0085 - mae: 0.0696 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 7.8125e-08 Epoch 231/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0120 - mae: 0.0773 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 7.8125e-08 Epoch 232/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0099 - mae: 0.0693 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 7.8125e-08 Epoch 233/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0149 - mae: 0.0825 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.9062e-08 Epoch 234/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0091 - mae: 0.0667 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.9062e-08 Epoch 235/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0114 - mae: 0.0760 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.9062e-08 Epoch 236/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0115 - mae: 0.0746 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.9531e-08 Epoch 237/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0108 - mae: 0.0713 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.9531e-08 Epoch 238/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0129 - mae: 0.0786 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.9531e-08 Epoch 239/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 2s 157ms/step - loss: 0.0120 - mae: 0.0785 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 9.7656e-09 Epoch 240/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0115 - mae: 0.0737 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 9.7656e-09 Epoch 241/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.0114 - mae: 0.0764 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 9.7656e-09 Epoch 242/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0099 - mae: 0.0729 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 4.8828e-09 Epoch 243/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0135 - mae: 0.0762 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 4.8828e-09 Epoch 244/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0112 - mae: 0.0717 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 4.8828e-09 Epoch 245/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 0.0104 - mae: 0.0746 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 2.4414e-09 Epoch 246/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 3s 176ms/step - loss: 0.0125 - mae: 0.0786 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 2.4414e-09 Epoch 247/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0106 - mae: 0.0735 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 2.4414e-09 Epoch 248/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0132 - mae: 0.0817 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.2207e-09 Epoch 249/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 2s 217ms/step - loss: 0.0116 - mae: 0.0742 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.2207e-09 Epoch 250/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0136 - mae: 0.0781 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 1.2207e-09 Epoch 251/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 0.0102 - mae: 0.0734 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 6.1035e-10 Epoch 252/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0127 - mae: 0.0754 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 6.1035e-10 Epoch 253/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0125 - mae: 0.0755 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 6.1035e-10 Epoch 254/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0122 - mae: 0.0773 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.0518e-10 Epoch 255/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 2s 184ms/step - loss: 0.0125 - mae: 0.0793 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.0518e-10 Epoch 256/1000 11/11 ━━━━━━━━━━━━━━━━━━━━ 2s 126ms/step - loss: 0.0086 - mae: 0.0686 - val_loss: 0.0036 - val_mae: 0.0500 - learning_rate: 3.0518e-10 1/5 ━━━━━━━━━━━━━━━━━━━━ 5s 1s/stepWARNING:tensorflow:5 out of the last 3486 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x000001F55AE76E80> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. 5/5 ━━━━━━━━━━━━━━━━━━━━ 3s 336ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 100ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 83ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 1s 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━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step Regression Metrics: MSE: 3163749.9835 MAE: 1514.6583 RMSE: 1778.6933 R2 Score: 0.3504 [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002566 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001684 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002640 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003131 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001746 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002566 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003303 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001362 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002518 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.009682 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001687 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001878 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003255 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002260 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003456 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.004998 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001888 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002200 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003861 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001126 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002576 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003165 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001535 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002394 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002896 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001674 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002403 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003779 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001696 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.004618 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003180 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.004213 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001961 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.007922 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002272 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002857 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003215 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001689 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003756 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002983 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001707 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002553 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002561 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002305 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002322 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003985 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001599 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.004868 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003379 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001661 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003446 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002740 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001700 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002522 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003064 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000753 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000526 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000586 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 3071 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.366667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000745 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2978 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.321217 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002171 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2882 [LightGBM] [Info] Number of data points in the train set: 224, number of used features: 90 [LightGBM] [Info] Start training from score 0.143496 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001930 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 4340 [LightGBM] [Info] Number of data points in the train set: 336, number of used features: 90 [LightGBM] [Info] Start training from score 0.277127 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf Regression Metrics: MSE: 2243672.1523 MAE: 1263.7488 RMSE: 1497.8892 R2 Score: 0.5393 Regression Metrics: MSE: 6075117.9263 MAE: 2052.8987 RMSE: 2464.7754 R2 Score: -0.2474
In [38]:
model_re_fpt, x_scaler_re_fpt, y_scaler_re_fpt, prob_pred_re_fpt, metrics_re_fpt, importance_re_fpt = run_all_models(
regressor_fpt,
'regression',
build_lstm_model=build_lstm_model,
fine_tune_lstm_model=fine_tune_lstm_model,
evaluate_model=evaluate_model,
ticker='FPT'
)
Epoch 1/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 12s 323ms/step - loss: 0.2158 - mae: 0.3794 - val_loss: 1.0270 - val_mae: 1.0095 - learning_rate: 1.0000e-05 Epoch 2/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.2558 - mae: 0.4184 - val_loss: 1.0217 - val_mae: 1.0069 - learning_rate: 1.0000e-05 Epoch 3/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 118ms/step - loss: 0.2318 - mae: 0.3907 - val_loss: 1.0166 - val_mae: 1.0044 - learning_rate: 1.0000e-05 Epoch 4/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.2136 - mae: 0.3740 - val_loss: 1.0114 - val_mae: 1.0017 - learning_rate: 1.0000e-05 Epoch 5/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.2302 - mae: 0.3909 - val_loss: 1.0057 - val_mae: 0.9989 - learning_rate: 1.0000e-05 Epoch 6/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.2130 - mae: 0.3744 - val_loss: 1.0001 - val_mae: 0.9961 - learning_rate: 1.0000e-05 Epoch 7/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 102ms/step - loss: 0.2105 - mae: 0.3669 - val_loss: 0.9945 - val_mae: 0.9933 - learning_rate: 1.0000e-05 Epoch 8/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.2201 - mae: 0.3772 - val_loss: 0.9886 - val_mae: 0.9903 - learning_rate: 1.0000e-05 Epoch 9/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.2120 - mae: 0.3654 - val_loss: 0.9825 - val_mae: 0.9872 - learning_rate: 1.0000e-05 Epoch 10/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 113ms/step - loss: 0.2117 - mae: 0.3696 - val_loss: 0.9763 - val_mae: 0.9840 - learning_rate: 1.0000e-05 Epoch 11/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.2079 - mae: 0.3677 - val_loss: 0.9702 - val_mae: 0.9809 - learning_rate: 1.0000e-05 Epoch 12/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.1941 - mae: 0.3464 - val_loss: 0.9640 - val_mae: 0.9777 - learning_rate: 1.0000e-05 Epoch 13/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.2239 - mae: 0.3817 - val_loss: 0.9576 - val_mae: 0.9744 - learning_rate: 1.0000e-05 Epoch 14/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 110ms/step - loss: 0.2047 - mae: 0.3604 - val_loss: 0.9512 - val_mae: 0.9712 - learning_rate: 1.0000e-05 Epoch 15/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.1998 - mae: 0.3538 - val_loss: 0.9446 - val_mae: 0.9678 - learning_rate: 1.0000e-05 Epoch 16/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.1979 - mae: 0.3517 - val_loss: 0.9379 - val_mae: 0.9643 - learning_rate: 1.0000e-05 Epoch 17/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 96ms/step - loss: 0.1750 - mae: 0.3301 - val_loss: 0.9312 - val_mae: 0.9608 - learning_rate: 1.0000e-05 Epoch 18/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.2050 - mae: 0.3623 - val_loss: 0.9241 - val_mae: 0.9571 - learning_rate: 1.0000e-05 Epoch 19/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.1937 - mae: 0.3528 - val_loss: 0.9170 - val_mae: 0.9534 - learning_rate: 1.0000e-05 Epoch 20/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.1549 - mae: 0.3067 - val_loss: 0.9102 - val_mae: 0.9498 - learning_rate: 1.0000e-05 Epoch 21/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 106ms/step - loss: 0.1954 - mae: 0.3498 - val_loss: 0.9029 - val_mae: 0.9460 - learning_rate: 1.0000e-05 Epoch 22/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.1752 - mae: 0.3257 - val_loss: 0.8960 - val_mae: 0.9423 - learning_rate: 1.0000e-05 Epoch 23/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 0.1778 - mae: 0.3290 - val_loss: 0.8889 - val_mae: 0.9385 - learning_rate: 1.0000e-05 Epoch 24/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 118ms/step - loss: 0.1770 - mae: 0.3293 - val_loss: 0.8820 - val_mae: 0.9348 - learning_rate: 1.0000e-05 Epoch 25/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 109ms/step - loss: 0.1585 - mae: 0.3102 - val_loss: 0.8750 - val_mae: 0.9311 - learning_rate: 1.0000e-05 Epoch 26/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.1734 - mae: 0.3269 - val_loss: 0.8680 - val_mae: 0.9273 - learning_rate: 1.0000e-05 Epoch 27/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.1593 - mae: 0.3098 - val_loss: 0.8612 - val_mae: 0.9237 - learning_rate: 1.0000e-05 Epoch 28/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.1693 - mae: 0.3201 - val_loss: 0.8541 - val_mae: 0.9199 - learning_rate: 1.0000e-05 Epoch 29/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.1507 - mae: 0.2964 - val_loss: 0.8473 - val_mae: 0.9161 - learning_rate: 1.0000e-05 Epoch 30/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1457 - mae: 0.2907 - val_loss: 0.8404 - val_mae: 0.9124 - learning_rate: 1.0000e-05 Epoch 31/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.1543 - mae: 0.2955 - val_loss: 0.8334 - val_mae: 0.9085 - learning_rate: 1.0000e-05 Epoch 32/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.1545 - mae: 0.2971 - val_loss: 0.8266 - val_mae: 0.9048 - learning_rate: 1.0000e-05 Epoch 33/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.1421 - mae: 0.2846 - val_loss: 0.8200 - val_mae: 0.9011 - learning_rate: 1.0000e-05 Epoch 34/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.1168 - mae: 0.2541 - val_loss: 0.8134 - val_mae: 0.8975 - learning_rate: 1.0000e-05 Epoch 35/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.1401 - mae: 0.2812 - val_loss: 0.8065 - val_mae: 0.8936 - learning_rate: 1.0000e-05 Epoch 36/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 118ms/step - loss: 0.1357 - mae: 0.2743 - val_loss: 0.7996 - val_mae: 0.8897 - learning_rate: 1.0000e-05 Epoch 37/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.1461 - mae: 0.2865 - val_loss: 0.7927 - val_mae: 0.8859 - learning_rate: 1.0000e-05 Epoch 38/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.1388 - mae: 0.2750 - val_loss: 0.7859 - val_mae: 0.8821 - learning_rate: 1.0000e-05 Epoch 39/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 115ms/step - loss: 0.1378 - mae: 0.2735 - val_loss: 0.7793 - val_mae: 0.8783 - learning_rate: 1.0000e-05 Epoch 40/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.1502 - mae: 0.2869 - val_loss: 0.7725 - val_mae: 0.8744 - learning_rate: 1.0000e-05 Epoch 41/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.1324 - mae: 0.2685 - val_loss: 0.7659 - val_mae: 0.8706 - learning_rate: 1.0000e-05 Epoch 42/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.1165 - mae: 0.2523 - val_loss: 0.7594 - val_mae: 0.8669 - learning_rate: 1.0000e-05 Epoch 43/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.1299 - mae: 0.2664 - val_loss: 0.7527 - val_mae: 0.8630 - learning_rate: 1.0000e-05 Epoch 44/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.1148 - mae: 0.2406 - val_loss: 0.7463 - val_mae: 0.8593 - learning_rate: 1.0000e-05 Epoch 45/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.1319 - mae: 0.2656 - val_loss: 0.7397 - val_mae: 0.8555 - learning_rate: 1.0000e-05 Epoch 46/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 95ms/step - loss: 0.1122 - mae: 0.2444 - val_loss: 0.7333 - val_mae: 0.8517 - learning_rate: 1.0000e-05 Epoch 47/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 106ms/step - loss: 0.1346 - mae: 0.2701 - val_loss: 0.7265 - val_mae: 0.8477 - learning_rate: 1.0000e-05 Epoch 48/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.1171 - mae: 0.2415 - val_loss: 0.7201 - val_mae: 0.8440 - learning_rate: 1.0000e-05 Epoch 49/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 2s 106ms/step - loss: 0.1215 - mae: 0.2486 - val_loss: 0.7135 - val_mae: 0.8400 - learning_rate: 1.0000e-05 Epoch 50/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0999 - mae: 0.2241 - val_loss: 0.7073 - val_mae: 0.8363 - learning_rate: 1.0000e-05 Epoch 51/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0963 - mae: 0.2243 - val_loss: 0.7008 - val_mae: 0.8324 - learning_rate: 1.0000e-05 Epoch 52/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.1086 - mae: 0.2288 - val_loss: 0.6943 - val_mae: 0.8286 - learning_rate: 1.0000e-05 Epoch 53/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.1070 - mae: 0.2307 - val_loss: 0.6881 - val_mae: 0.8248 - learning_rate: 1.0000e-05 Epoch 54/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.1032 - mae: 0.2238 - val_loss: 0.6816 - val_mae: 0.8208 - learning_rate: 1.0000e-05 Epoch 55/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.1103 - mae: 0.2381 - val_loss: 0.6751 - val_mae: 0.8169 - learning_rate: 1.0000e-05 Epoch 56/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.1065 - mae: 0.2367 - val_loss: 0.6689 - val_mae: 0.8131 - learning_rate: 1.0000e-05 Epoch 57/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.1089 - mae: 0.2278 - val_loss: 0.6625 - val_mae: 0.8091 - learning_rate: 1.0000e-05 Epoch 58/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0997 - mae: 0.2234 - val_loss: 0.6562 - val_mae: 0.8052 - learning_rate: 1.0000e-05 Epoch 59/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0965 - mae: 0.2165 - val_loss: 0.6500 - val_mae: 0.8013 - learning_rate: 1.0000e-05 Epoch 60/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0934 - mae: 0.2137 - val_loss: 0.6438 - val_mae: 0.7975 - learning_rate: 1.0000e-05 Epoch 61/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0930 - mae: 0.2150 - val_loss: 0.6377 - val_mae: 0.7936 - learning_rate: 1.0000e-05 Epoch 62/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1090 - mae: 0.2371 - val_loss: 0.6314 - val_mae: 0.7897 - learning_rate: 1.0000e-05 Epoch 63/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.1012 - mae: 0.2220 - val_loss: 0.6253 - val_mae: 0.7858 - learning_rate: 1.0000e-05 Epoch 64/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.1036 - mae: 0.2318 - val_loss: 0.6191 - val_mae: 0.7818 - learning_rate: 1.0000e-05 Epoch 65/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0906 - mae: 0.2101 - val_loss: 0.6133 - val_mae: 0.7781 - learning_rate: 1.0000e-05 Epoch 66/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0855 - mae: 0.2059 - val_loss: 0.6074 - val_mae: 0.7743 - learning_rate: 1.0000e-05 Epoch 67/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.1023 - mae: 0.2301 - val_loss: 0.6013 - val_mae: 0.7704 - learning_rate: 1.0000e-05 Epoch 68/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.0829 - mae: 0.2030 - val_loss: 0.5955 - val_mae: 0.7666 - learning_rate: 1.0000e-05 Epoch 69/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0783 - mae: 0.1924 - val_loss: 0.5898 - val_mae: 0.7628 - learning_rate: 1.0000e-05 Epoch 70/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0838 - mae: 0.2089 - val_loss: 0.5839 - val_mae: 0.7590 - learning_rate: 1.0000e-05 Epoch 71/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0763 - mae: 0.1929 - val_loss: 0.5783 - val_mae: 0.7553 - learning_rate: 1.0000e-05 Epoch 72/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 96ms/step - loss: 0.0721 - mae: 0.1877 - val_loss: 0.5727 - val_mae: 0.7516 - learning_rate: 1.0000e-05 Epoch 73/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0746 - mae: 0.1942 - val_loss: 0.5671 - val_mae: 0.7478 - learning_rate: 1.0000e-05 Epoch 74/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0771 - mae: 0.1982 - val_loss: 0.5614 - val_mae: 0.7440 - learning_rate: 1.0000e-05 Epoch 75/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0746 - mae: 0.1952 - val_loss: 0.5558 - val_mae: 0.7403 - learning_rate: 1.0000e-05 Epoch 76/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0918 - mae: 0.2208 - val_loss: 0.5501 - val_mae: 0.7364 - learning_rate: 1.0000e-05 Epoch 77/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0745 - mae: 0.1994 - val_loss: 0.5449 - val_mae: 0.7329 - learning_rate: 1.0000e-05 Epoch 78/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0712 - mae: 0.1852 - val_loss: 0.5395 - val_mae: 0.7292 - learning_rate: 1.0000e-05 Epoch 79/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.0783 - mae: 0.1999 - val_loss: 0.5342 - val_mae: 0.7255 - learning_rate: 1.0000e-05 Epoch 80/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.0800 - mae: 0.2058 - val_loss: 0.5287 - val_mae: 0.7218 - learning_rate: 1.0000e-05 Epoch 81/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0789 - mae: 0.2051 - val_loss: 0.5234 - val_mae: 0.7180 - learning_rate: 1.0000e-05 Epoch 82/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 90ms/step - loss: 0.0708 - mae: 0.1855 - val_loss: 0.5184 - val_mae: 0.7146 - learning_rate: 1.0000e-05 Epoch 83/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0785 - mae: 0.2065 - val_loss: 0.5134 - val_mae: 0.7111 - learning_rate: 1.0000e-05 Epoch 84/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0668 - mae: 0.1872 - val_loss: 0.5085 - val_mae: 0.7076 - learning_rate: 1.0000e-05 Epoch 85/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0684 - mae: 0.1874 - val_loss: 0.5037 - val_mae: 0.7042 - learning_rate: 1.0000e-05 Epoch 86/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0632 - mae: 0.1801 - val_loss: 0.4987 - val_mae: 0.7006 - learning_rate: 1.0000e-05 Epoch 87/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.0747 - mae: 0.2019 - val_loss: 0.4938 - val_mae: 0.6971 - learning_rate: 1.0000e-05 Epoch 88/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0640 - mae: 0.1844 - val_loss: 0.4890 - val_mae: 0.6937 - learning_rate: 1.0000e-05 Epoch 89/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0667 - mae: 0.1869 - val_loss: 0.4844 - val_mae: 0.6903 - learning_rate: 1.0000e-05 Epoch 90/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0643 - mae: 0.1894 - val_loss: 0.4798 - val_mae: 0.6870 - learning_rate: 1.0000e-05 Epoch 91/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0623 - mae: 0.1870 - val_loss: 0.4751 - val_mae: 0.6836 - learning_rate: 1.0000e-05 Epoch 92/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0706 - mae: 0.1945 - val_loss: 0.4704 - val_mae: 0.6801 - learning_rate: 1.0000e-05 Epoch 93/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0638 - mae: 0.1865 - val_loss: 0.4659 - val_mae: 0.6769 - learning_rate: 1.0000e-05 Epoch 94/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 103ms/step - loss: 0.0600 - mae: 0.1788 - val_loss: 0.4615 - val_mae: 0.6736 - learning_rate: 1.0000e-05 Epoch 95/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0730 - mae: 0.1986 - val_loss: 0.4571 - val_mae: 0.6703 - learning_rate: 1.0000e-05 Epoch 96/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0618 - mae: 0.1858 - val_loss: 0.4527 - val_mae: 0.6670 - learning_rate: 1.0000e-05 Epoch 97/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 110ms/step - loss: 0.0549 - mae: 0.1755 - val_loss: 0.4484 - val_mae: 0.6638 - learning_rate: 1.0000e-05 Epoch 98/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0588 - mae: 0.1803 - val_loss: 0.4443 - val_mae: 0.6607 - learning_rate: 1.0000e-05 Epoch 99/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0580 - mae: 0.1821 - val_loss: 0.4403 - val_mae: 0.6577 - learning_rate: 1.0000e-05 Epoch 100/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0592 - mae: 0.1820 - val_loss: 0.4364 - val_mae: 0.6547 - learning_rate: 1.0000e-05 Epoch 101/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 97ms/step - loss: 0.0528 - mae: 0.1709 - val_loss: 0.4321 - val_mae: 0.6514 - learning_rate: 1.0000e-05 Epoch 102/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0687 - mae: 0.1955 - val_loss: 0.4279 - val_mae: 0.6482 - learning_rate: 1.0000e-05 Epoch 103/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0689 - mae: 0.1992 - val_loss: 0.4238 - val_mae: 0.6450 - learning_rate: 1.0000e-05 Epoch 104/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 96ms/step - loss: 0.0606 - mae: 0.1841 - val_loss: 0.4202 - val_mae: 0.6422 - learning_rate: 1.0000e-05 Epoch 105/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0557 - mae: 0.1738 - val_loss: 0.4164 - val_mae: 0.6393 - learning_rate: 1.0000e-05 Epoch 106/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0557 - mae: 0.1798 - val_loss: 0.4125 - val_mae: 0.6362 - learning_rate: 1.0000e-05 Epoch 107/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 101ms/step - loss: 0.0565 - mae: 0.1784 - val_loss: 0.4085 - val_mae: 0.6330 - learning_rate: 1.0000e-05 Epoch 108/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 110ms/step - loss: 0.0485 - mae: 0.1683 - val_loss: 0.4048 - val_mae: 0.6301 - learning_rate: 1.0000e-05 Epoch 109/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0509 - mae: 0.1734 - val_loss: 0.4009 - val_mae: 0.6270 - learning_rate: 1.0000e-05 Epoch 110/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0542 - mae: 0.1774 - val_loss: 0.3973 - val_mae: 0.6241 - learning_rate: 1.0000e-05 Epoch 111/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0534 - mae: 0.1733 - val_loss: 0.3934 - val_mae: 0.6210 - learning_rate: 1.0000e-05 Epoch 112/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0471 - mae: 0.1649 - val_loss: 0.3897 - val_mae: 0.6180 - learning_rate: 1.0000e-05 Epoch 113/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0456 - mae: 0.1651 - val_loss: 0.3861 - val_mae: 0.6151 - learning_rate: 1.0000e-05 Epoch 114/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0494 - mae: 0.1664 - val_loss: 0.3823 - val_mae: 0.6120 - learning_rate: 1.0000e-05 Epoch 115/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 97ms/step - loss: 0.0540 - mae: 0.1766 - val_loss: 0.3785 - val_mae: 0.6089 - learning_rate: 1.0000e-05 Epoch 116/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.0556 - mae: 0.1769 - val_loss: 0.3748 - val_mae: 0.6058 - learning_rate: 1.0000e-05 Epoch 117/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0429 - mae: 0.1557 - val_loss: 0.3712 - val_mae: 0.6029 - learning_rate: 1.0000e-05 Epoch 118/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 98ms/step - loss: 0.0488 - mae: 0.1697 - val_loss: 0.3673 - val_mae: 0.5996 - learning_rate: 1.0000e-05 Epoch 119/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0554 - mae: 0.1836 - val_loss: 0.3635 - val_mae: 0.5964 - learning_rate: 1.0000e-05 Epoch 120/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0500 - mae: 0.1618 - val_loss: 0.3598 - val_mae: 0.5933 - learning_rate: 1.0000e-05 Epoch 121/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0520 - mae: 0.1750 - val_loss: 0.3561 - val_mae: 0.5902 - learning_rate: 1.0000e-05 Epoch 122/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0455 - mae: 0.1638 - val_loss: 0.3527 - val_mae: 0.5873 - learning_rate: 1.0000e-05 Epoch 123/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0502 - mae: 0.1720 - val_loss: 0.3497 - val_mae: 0.5847 - learning_rate: 1.0000e-05 Epoch 124/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0518 - mae: 0.1745 - val_loss: 0.3465 - val_mae: 0.5820 - learning_rate: 1.0000e-05 Epoch 125/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0426 - mae: 0.1581 - val_loss: 0.3433 - val_mae: 0.5793 - learning_rate: 1.0000e-05 Epoch 126/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0502 - mae: 0.1661 - val_loss: 0.3400 - val_mae: 0.5763 - learning_rate: 1.0000e-05 Epoch 127/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0406 - mae: 0.1566 - val_loss: 0.3370 - val_mae: 0.5738 - learning_rate: 1.0000e-05 Epoch 128/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.0455 - mae: 0.1632 - val_loss: 0.3336 - val_mae: 0.5708 - learning_rate: 1.0000e-05 Epoch 129/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.0476 - mae: 0.1646 - val_loss: 0.3301 - val_mae: 0.5677 - learning_rate: 1.0000e-05 Epoch 130/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 105ms/step - loss: 0.0345 - mae: 0.1451 - val_loss: 0.3270 - val_mae: 0.5650 - learning_rate: 1.0000e-05 Epoch 131/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0467 - mae: 0.1657 - val_loss: 0.3236 - val_mae: 0.5620 - learning_rate: 1.0000e-05 Epoch 132/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.0354 - mae: 0.1428 - val_loss: 0.3206 - val_mae: 0.5593 - learning_rate: 1.0000e-05 Epoch 133/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0413 - mae: 0.1520 - val_loss: 0.3176 - val_mae: 0.5566 - learning_rate: 1.0000e-05 Epoch 134/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0414 - mae: 0.1543 - val_loss: 0.3143 - val_mae: 0.5537 - learning_rate: 1.0000e-05 Epoch 135/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0439 - mae: 0.1584 - val_loss: 0.3110 - val_mae: 0.5506 - learning_rate: 1.0000e-05 Epoch 136/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0429 - mae: 0.1556 - val_loss: 0.3074 - val_mae: 0.5474 - learning_rate: 1.0000e-05 Epoch 137/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0380 - mae: 0.1477 - val_loss: 0.3040 - val_mae: 0.5443 - learning_rate: 1.0000e-05 Epoch 138/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0410 - mae: 0.1543 - val_loss: 0.3005 - val_mae: 0.5410 - learning_rate: 1.0000e-05 Epoch 139/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0411 - mae: 0.1536 - val_loss: 0.2974 - val_mae: 0.5381 - learning_rate: 1.0000e-05 Epoch 140/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0367 - mae: 0.1425 - val_loss: 0.2945 - val_mae: 0.5355 - learning_rate: 1.0000e-05 Epoch 141/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 97ms/step - loss: 0.0389 - mae: 0.1469 - val_loss: 0.2915 - val_mae: 0.5327 - learning_rate: 1.0000e-05 Epoch 142/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.0370 - mae: 0.1468 - val_loss: 0.2885 - val_mae: 0.5299 - learning_rate: 1.0000e-05 Epoch 143/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0340 - mae: 0.1345 - val_loss: 0.2856 - val_mae: 0.5271 - learning_rate: 1.0000e-05 Epoch 144/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 102ms/step - loss: 0.0349 - mae: 0.1460 - val_loss: 0.2825 - val_mae: 0.5242 - learning_rate: 1.0000e-05 Epoch 145/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 106ms/step - loss: 0.0421 - mae: 0.1524 - val_loss: 0.2795 - val_mae: 0.5213 - learning_rate: 1.0000e-05 Epoch 146/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0361 - mae: 0.1460 - val_loss: 0.2767 - val_mae: 0.5186 - learning_rate: 1.0000e-05 Epoch 147/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0398 - mae: 0.1501 - val_loss: 0.2739 - val_mae: 0.5159 - learning_rate: 1.0000e-05 Epoch 148/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0300 - mae: 0.1308 - val_loss: 0.2711 - val_mae: 0.5132 - learning_rate: 1.0000e-05 Epoch 149/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0357 - mae: 0.1459 - val_loss: 0.2681 - val_mae: 0.5103 - learning_rate: 1.0000e-05 Epoch 150/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0354 - mae: 0.1411 - val_loss: 0.2650 - val_mae: 0.5072 - learning_rate: 1.0000e-05 Epoch 151/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0308 - mae: 0.1316 - val_loss: 0.2619 - val_mae: 0.5041 - learning_rate: 1.0000e-05 Epoch 152/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 95ms/step - loss: 0.0367 - mae: 0.1453 - val_loss: 0.2587 - val_mae: 0.5009 - learning_rate: 1.0000e-05 Epoch 153/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 123ms/step - loss: 0.0386 - mae: 0.1462 - val_loss: 0.2556 - val_mae: 0.4978 - learning_rate: 1.0000e-05 Epoch 154/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0322 - mae: 0.1372 - val_loss: 0.2529 - val_mae: 0.4951 - learning_rate: 1.0000e-05 Epoch 155/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0354 - mae: 0.1395 - val_loss: 0.2500 - val_mae: 0.4922 - learning_rate: 1.0000e-05 Epoch 156/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0313 - mae: 0.1317 - val_loss: 0.2473 - val_mae: 0.4895 - learning_rate: 1.0000e-05 Epoch 157/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0300 - mae: 0.1286 - val_loss: 0.2442 - val_mae: 0.4863 - learning_rate: 1.0000e-05 Epoch 158/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0266 - mae: 0.1200 - val_loss: 0.2416 - val_mae: 0.4836 - learning_rate: 1.0000e-05 Epoch 159/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0365 - mae: 0.1407 - val_loss: 0.2387 - val_mae: 0.4806 - learning_rate: 1.0000e-05 Epoch 160/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0248 - mae: 0.1209 - val_loss: 0.2360 - val_mae: 0.4778 - learning_rate: 1.0000e-05 Epoch 161/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0306 - mae: 0.1286 - val_loss: 0.2330 - val_mae: 0.4746 - learning_rate: 1.0000e-05 Epoch 162/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0312 - mae: 0.1289 - val_loss: 0.2304 - val_mae: 0.4719 - learning_rate: 1.0000e-05 Epoch 163/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 106ms/step - loss: 0.0343 - mae: 0.1355 - val_loss: 0.2281 - val_mae: 0.4694 - learning_rate: 1.0000e-05 Epoch 164/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0336 - mae: 0.1375 - val_loss: 0.2257 - val_mae: 0.4669 - learning_rate: 1.0000e-05 Epoch 165/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0304 - mae: 0.1334 - val_loss: 0.2231 - val_mae: 0.4641 - learning_rate: 1.0000e-05 Epoch 166/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 113ms/step - loss: 0.0292 - mae: 0.1295 - val_loss: 0.2205 - val_mae: 0.4613 - learning_rate: 1.0000e-05 Epoch 167/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0325 - mae: 0.1350 - val_loss: 0.2178 - val_mae: 0.4583 - learning_rate: 1.0000e-05 Epoch 168/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0287 - mae: 0.1203 - val_loss: 0.2153 - val_mae: 0.4556 - learning_rate: 1.0000e-05 Epoch 169/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0306 - mae: 0.1331 - val_loss: 0.2126 - val_mae: 0.4526 - learning_rate: 1.0000e-05 Epoch 170/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0281 - mae: 0.1207 - val_loss: 0.2103 - val_mae: 0.4500 - learning_rate: 1.0000e-05 Epoch 171/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0219 - mae: 0.1090 - val_loss: 0.2082 - val_mae: 0.4477 - learning_rate: 1.0000e-05 Epoch 172/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0230 - mae: 0.1145 - val_loss: 0.2061 - val_mae: 0.4454 - learning_rate: 1.0000e-05 Epoch 173/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 97ms/step - loss: 0.0279 - mae: 0.1240 - val_loss: 0.2036 - val_mae: 0.4426 - learning_rate: 1.0000e-05 Epoch 174/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 111ms/step - loss: 0.0305 - mae: 0.1297 - val_loss: 0.2011 - val_mae: 0.4398 - learning_rate: 1.0000e-05 Epoch 175/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0312 - mae: 0.1305 - val_loss: 0.1988 - val_mae: 0.4372 - learning_rate: 1.0000e-05 Epoch 176/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0293 - mae: 0.1257 - val_loss: 0.1969 - val_mae: 0.4349 - learning_rate: 1.0000e-05 Epoch 177/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 108ms/step - loss: 0.0249 - mae: 0.1166 - val_loss: 0.1948 - val_mae: 0.4325 - learning_rate: 1.0000e-05 Epoch 178/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0231 - mae: 0.1157 - val_loss: 0.1926 - val_mae: 0.4300 - learning_rate: 1.0000e-05 Epoch 179/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0230 - mae: 0.1103 - val_loss: 0.1900 - val_mae: 0.4270 - learning_rate: 1.0000e-05 Epoch 180/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0284 - mae: 0.1190 - val_loss: 0.1873 - val_mae: 0.4238 - learning_rate: 1.0000e-05 Epoch 181/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.0350 - mae: 0.1381 - val_loss: 0.1848 - val_mae: 0.4208 - learning_rate: 1.0000e-05 Epoch 182/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0218 - mae: 0.1015 - val_loss: 0.1826 - val_mae: 0.4182 - learning_rate: 1.0000e-05 Epoch 183/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0161 - mae: 0.0944 - val_loss: 0.1804 - val_mae: 0.4155 - learning_rate: 1.0000e-05 Epoch 184/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0240 - mae: 0.1114 - val_loss: 0.1783 - val_mae: 0.4130 - learning_rate: 1.0000e-05 Epoch 185/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 113ms/step - loss: 0.0249 - mae: 0.1199 - val_loss: 0.1761 - val_mae: 0.4104 - learning_rate: 1.0000e-05 Epoch 186/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0254 - mae: 0.1088 - val_loss: 0.1737 - val_mae: 0.4074 - learning_rate: 1.0000e-05 Epoch 187/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 2s 107ms/step - loss: 0.0230 - mae: 0.1099 - val_loss: 0.1711 - val_mae: 0.4042 - learning_rate: 1.0000e-05 Epoch 188/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0247 - mae: 0.1137 - val_loss: 0.1689 - val_mae: 0.4015 - learning_rate: 1.0000e-05 Epoch 189/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0215 - mae: 0.1018 - val_loss: 0.1668 - val_mae: 0.3989 - learning_rate: 1.0000e-05 Epoch 190/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 122ms/step - loss: 0.0238 - mae: 0.1075 - val_loss: 0.1651 - val_mae: 0.3968 - learning_rate: 1.0000e-05 Epoch 191/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0188 - mae: 0.0979 - val_loss: 0.1638 - val_mae: 0.3951 - learning_rate: 1.0000e-05 Epoch 192/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0197 - mae: 0.1003 - val_loss: 0.1621 - val_mae: 0.3929 - learning_rate: 1.0000e-05 Epoch 193/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0217 - mae: 0.1068 - val_loss: 0.1602 - val_mae: 0.3906 - learning_rate: 1.0000e-05 Epoch 194/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0220 - mae: 0.1064 - val_loss: 0.1582 - val_mae: 0.3879 - learning_rate: 1.0000e-05 Epoch 195/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0299 - mae: 0.1163 - val_loss: 0.1559 - val_mae: 0.3849 - learning_rate: 1.0000e-05 Epoch 196/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0204 - mae: 0.1052 - val_loss: 0.1542 - val_mae: 0.3827 - learning_rate: 1.0000e-05 Epoch 197/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 102ms/step - loss: 0.0233 - mae: 0.1101 - val_loss: 0.1524 - val_mae: 0.3804 - learning_rate: 1.0000e-05 Epoch 198/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 96ms/step - loss: 0.0232 - mae: 0.1091 - val_loss: 0.1507 - val_mae: 0.3782 - learning_rate: 1.0000e-05 Epoch 199/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0207 - mae: 0.1064 - val_loss: 0.1488 - val_mae: 0.3757 - learning_rate: 1.0000e-05 Epoch 200/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0201 - mae: 0.1019 - val_loss: 0.1473 - val_mae: 0.3737 - learning_rate: 1.0000e-05 Epoch 201/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 119ms/step - loss: 0.0205 - mae: 0.0993 - val_loss: 0.1455 - val_mae: 0.3712 - learning_rate: 1.0000e-05 Epoch 202/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0213 - mae: 0.1015 - val_loss: 0.1437 - val_mae: 0.3689 - learning_rate: 1.0000e-05 Epoch 203/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0280 - mae: 0.1147 - val_loss: 0.1419 - val_mae: 0.3663 - learning_rate: 1.0000e-05 Epoch 204/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0197 - mae: 0.1006 - val_loss: 0.1406 - val_mae: 0.3645 - learning_rate: 1.0000e-05 Epoch 205/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0205 - mae: 0.1030 - val_loss: 0.1391 - val_mae: 0.3625 - learning_rate: 1.0000e-05 Epoch 206/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0186 - mae: 0.0999 - val_loss: 0.1376 - val_mae: 0.3605 - learning_rate: 1.0000e-05 Epoch 207/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0253 - mae: 0.1097 - val_loss: 0.1358 - val_mae: 0.3579 - learning_rate: 1.0000e-05 Epoch 208/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0212 - mae: 0.1054 - val_loss: 0.1338 - val_mae: 0.3551 - learning_rate: 1.0000e-05 Epoch 209/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0201 - mae: 0.0969 - val_loss: 0.1319 - val_mae: 0.3525 - learning_rate: 1.0000e-05 Epoch 210/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0178 - mae: 0.0990 - val_loss: 0.1309 - val_mae: 0.3511 - learning_rate: 1.0000e-05 Epoch 211/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0192 - mae: 0.0998 - val_loss: 0.1298 - val_mae: 0.3495 - learning_rate: 1.0000e-05 Epoch 212/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.0160 - mae: 0.0899 - val_loss: 0.1281 - val_mae: 0.3471 - learning_rate: 1.0000e-05 Epoch 213/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0191 - mae: 0.0981 - val_loss: 0.1264 - val_mae: 0.3447 - learning_rate: 1.0000e-05 Epoch 214/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0209 - mae: 0.1059 - val_loss: 0.1249 - val_mae: 0.3425 - learning_rate: 1.0000e-05 Epoch 215/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 93ms/step - loss: 0.0201 - mae: 0.1007 - val_loss: 0.1236 - val_mae: 0.3405 - learning_rate: 1.0000e-05 Epoch 216/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0160 - mae: 0.0948 - val_loss: 0.1220 - val_mae: 0.3382 - learning_rate: 1.0000e-05 Epoch 217/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0239 - mae: 0.1073 - val_loss: 0.1207 - val_mae: 0.3363 - learning_rate: 1.0000e-05 Epoch 218/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 93ms/step - loss: 0.0232 - mae: 0.1034 - val_loss: 0.1195 - val_mae: 0.3345 - learning_rate: 1.0000e-05 Epoch 219/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0190 - mae: 0.0985 - val_loss: 0.1179 - val_mae: 0.3321 - learning_rate: 1.0000e-05 Epoch 220/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0173 - mae: 0.0951 - val_loss: 0.1165 - val_mae: 0.3300 - learning_rate: 1.0000e-05 Epoch 221/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.0216 - mae: 0.1034 - val_loss: 0.1156 - val_mae: 0.3285 - learning_rate: 1.0000e-05 Epoch 222/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0251 - mae: 0.1069 - val_loss: 0.1141 - val_mae: 0.3263 - learning_rate: 1.0000e-05 Epoch 223/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 104ms/step - loss: 0.0208 - mae: 0.1001 - val_loss: 0.1125 - val_mae: 0.3239 - learning_rate: 1.0000e-05 Epoch 224/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0138 - mae: 0.0841 - val_loss: 0.1115 - val_mae: 0.3222 - learning_rate: 1.0000e-05 Epoch 225/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0218 - mae: 0.1073 - val_loss: 0.1103 - val_mae: 0.3204 - learning_rate: 1.0000e-05 Epoch 226/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 105ms/step - loss: 0.0155 - mae: 0.0927 - val_loss: 0.1091 - val_mae: 0.3186 - learning_rate: 1.0000e-05 Epoch 227/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0181 - mae: 0.0962 - val_loss: 0.1083 - val_mae: 0.3173 - learning_rate: 1.0000e-05 Epoch 228/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0190 - mae: 0.0951 - val_loss: 0.1076 - val_mae: 0.3161 - learning_rate: 1.0000e-05 Epoch 229/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0239 - mae: 0.1020 - val_loss: 0.1065 - val_mae: 0.3145 - learning_rate: 1.0000e-05 Epoch 230/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.0133 - mae: 0.0835 - val_loss: 0.1054 - val_mae: 0.3126 - learning_rate: 1.0000e-05 Epoch 231/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0174 - mae: 0.0932 - val_loss: 0.1042 - val_mae: 0.3109 - learning_rate: 1.0000e-05 Epoch 232/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0155 - mae: 0.0866 - val_loss: 0.1034 - val_mae: 0.3095 - learning_rate: 1.0000e-05 Epoch 233/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.0237 - mae: 0.1073 - val_loss: 0.1021 - val_mae: 0.3074 - learning_rate: 1.0000e-05 Epoch 234/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0170 - mae: 0.0915 - val_loss: 0.1013 - val_mae: 0.3061 - learning_rate: 1.0000e-05 Epoch 235/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.0151 - mae: 0.0864 - val_loss: 0.1002 - val_mae: 0.3042 - learning_rate: 1.0000e-05 Epoch 236/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 117ms/step - loss: 0.0134 - mae: 0.0833 - val_loss: 0.0991 - val_mae: 0.3025 - learning_rate: 1.0000e-05 Epoch 237/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.0132 - mae: 0.0824 - val_loss: 0.0984 - val_mae: 0.3014 - learning_rate: 1.0000e-05 Epoch 238/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0157 - mae: 0.0916 - val_loss: 0.0978 - val_mae: 0.3004 - learning_rate: 1.0000e-05 Epoch 239/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0123 - mae: 0.0820 - val_loss: 0.0975 - val_mae: 0.2998 - learning_rate: 1.0000e-05 Epoch 240/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0168 - mae: 0.0898 - val_loss: 0.0968 - val_mae: 0.2988 - learning_rate: 1.0000e-05 Epoch 241/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0174 - mae: 0.0894 - val_loss: 0.0958 - val_mae: 0.2971 - learning_rate: 1.0000e-05 Epoch 242/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0173 - mae: 0.0919 - val_loss: 0.0948 - val_mae: 0.2953 - learning_rate: 1.0000e-05 Epoch 243/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0140 - mae: 0.0845 - val_loss: 0.0936 - val_mae: 0.2934 - learning_rate: 1.0000e-05 Epoch 244/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0184 - mae: 0.0933 - val_loss: 0.0931 - val_mae: 0.2925 - learning_rate: 1.0000e-05 Epoch 245/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0178 - mae: 0.0930 - val_loss: 0.0924 - val_mae: 0.2913 - learning_rate: 1.0000e-05 Epoch 246/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0143 - mae: 0.0833 - val_loss: 0.0916 - val_mae: 0.2898 - learning_rate: 1.0000e-05 Epoch 247/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 97ms/step - loss: 0.0205 - mae: 0.1028 - val_loss: 0.0911 - val_mae: 0.2891 - learning_rate: 1.0000e-05 Epoch 248/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 105ms/step - loss: 0.0208 - mae: 0.0978 - val_loss: 0.0906 - val_mae: 0.2882 - learning_rate: 1.0000e-05 Epoch 249/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0138 - mae: 0.0857 - val_loss: 0.0905 - val_mae: 0.2880 - learning_rate: 1.0000e-05 Epoch 250/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.0211 - mae: 0.1016 - val_loss: 0.0900 - val_mae: 0.2871 - learning_rate: 1.0000e-05 Epoch 251/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0185 - mae: 0.0990 - val_loss: 0.0890 - val_mae: 0.2855 - learning_rate: 1.0000e-05 Epoch 252/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0157 - mae: 0.0880 - val_loss: 0.0883 - val_mae: 0.2841 - learning_rate: 1.0000e-05 Epoch 253/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0148 - mae: 0.0826 - val_loss: 0.0875 - val_mae: 0.2828 - learning_rate: 1.0000e-05 Epoch 254/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0143 - mae: 0.0818 - val_loss: 0.0869 - val_mae: 0.2818 - learning_rate: 1.0000e-05 Epoch 255/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 120ms/step - loss: 0.0157 - mae: 0.0893 - val_loss: 0.0864 - val_mae: 0.2808 - learning_rate: 1.0000e-05 Epoch 256/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0153 - mae: 0.0853 - val_loss: 0.0858 - val_mae: 0.2797 - learning_rate: 1.0000e-05 Epoch 257/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0169 - mae: 0.0927 - val_loss: 0.0853 - val_mae: 0.2789 - learning_rate: 1.0000e-05 Epoch 258/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0125 - mae: 0.0805 - val_loss: 0.0857 - val_mae: 0.2796 - learning_rate: 1.0000e-05 Epoch 259/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0168 - mae: 0.0909 - val_loss: 0.0854 - val_mae: 0.2790 - learning_rate: 1.0000e-05 Epoch 260/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0172 - mae: 0.0913 - val_loss: 0.0848 - val_mae: 0.2780 - learning_rate: 1.0000e-05 Epoch 261/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.0196 - mae: 0.0984 - val_loss: 0.0839 - val_mae: 0.2764 - learning_rate: 1.0000e-05 Epoch 262/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0139 - mae: 0.0865 - val_loss: 0.0830 - val_mae: 0.2748 - learning_rate: 1.0000e-05 Epoch 263/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0141 - mae: 0.0852 - val_loss: 0.0824 - val_mae: 0.2737 - learning_rate: 1.0000e-05 Epoch 264/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0176 - mae: 0.0945 - val_loss: 0.0819 - val_mae: 0.2727 - learning_rate: 1.0000e-05 Epoch 265/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0192 - mae: 0.1001 - val_loss: 0.0812 - val_mae: 0.2714 - learning_rate: 1.0000e-05 Epoch 266/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.0136 - mae: 0.0841 - val_loss: 0.0810 - val_mae: 0.2711 - learning_rate: 1.0000e-05 Epoch 267/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0184 - mae: 0.0886 - val_loss: 0.0803 - val_mae: 0.2699 - learning_rate: 1.0000e-05 Epoch 268/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.0144 - mae: 0.0854 - val_loss: 0.0797 - val_mae: 0.2687 - learning_rate: 1.0000e-05 Epoch 269/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0176 - mae: 0.0926 - val_loss: 0.0789 - val_mae: 0.2672 - learning_rate: 1.0000e-05 Epoch 270/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0124 - mae: 0.0819 - val_loss: 0.0789 - val_mae: 0.2673 - learning_rate: 1.0000e-05 Epoch 271/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0179 - mae: 0.0947 - val_loss: 0.0784 - val_mae: 0.2664 - learning_rate: 1.0000e-05 Epoch 272/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0171 - mae: 0.0918 - val_loss: 0.0781 - val_mae: 0.2658 - learning_rate: 1.0000e-05 Epoch 273/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0126 - mae: 0.0804 - val_loss: 0.0778 - val_mae: 0.2651 - learning_rate: 1.0000e-05 Epoch 274/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0136 - mae: 0.0835 - val_loss: 0.0775 - val_mae: 0.2646 - learning_rate: 1.0000e-05 Epoch 275/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0152 - mae: 0.0867 - val_loss: 0.0775 - val_mae: 0.2647 - learning_rate: 1.0000e-05 Epoch 276/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0158 - mae: 0.0907 - val_loss: 0.0771 - val_mae: 0.2639 - learning_rate: 1.0000e-05 Epoch 277/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0173 - mae: 0.0905 - val_loss: 0.0767 - val_mae: 0.2630 - learning_rate: 1.0000e-05 Epoch 278/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0147 - mae: 0.0816 - val_loss: 0.0765 - val_mae: 0.2627 - learning_rate: 1.0000e-05 Epoch 279/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0188 - mae: 0.0900 - val_loss: 0.0765 - val_mae: 0.2628 - learning_rate: 1.0000e-05 Epoch 280/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0186 - mae: 0.0961 - val_loss: 0.0765 - val_mae: 0.2626 - learning_rate: 1.0000e-05 Epoch 281/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0141 - mae: 0.0857 - val_loss: 0.0761 - val_mae: 0.2619 - learning_rate: 1.0000e-05 Epoch 282/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0153 - mae: 0.0864 - val_loss: 0.0755 - val_mae: 0.2608 - learning_rate: 1.0000e-05 Epoch 283/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0156 - mae: 0.0879 - val_loss: 0.0751 - val_mae: 0.2600 - learning_rate: 1.0000e-05 Epoch 284/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0117 - mae: 0.0791 - val_loss: 0.0750 - val_mae: 0.2599 - learning_rate: 1.0000e-05 Epoch 285/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.0161 - mae: 0.0883 - val_loss: 0.0747 - val_mae: 0.2594 - learning_rate: 1.0000e-05 Epoch 286/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0156 - mae: 0.0895 - val_loss: 0.0744 - val_mae: 0.2587 - learning_rate: 1.0000e-05 Epoch 287/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0157 - mae: 0.0855 - val_loss: 0.0739 - val_mae: 0.2577 - learning_rate: 1.0000e-05 Epoch 288/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0123 - mae: 0.0801 - val_loss: 0.0736 - val_mae: 0.2571 - learning_rate: 1.0000e-05 Epoch 289/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0124 - mae: 0.0776 - val_loss: 0.0734 - val_mae: 0.2568 - learning_rate: 1.0000e-05 Epoch 290/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0190 - mae: 0.0969 - val_loss: 0.0730 - val_mae: 0.2560 - learning_rate: 1.0000e-05 Epoch 291/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0150 - mae: 0.0842 - val_loss: 0.0720 - val_mae: 0.2541 - learning_rate: 1.0000e-05 Epoch 292/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0193 - mae: 0.0938 - val_loss: 0.0715 - val_mae: 0.2532 - learning_rate: 1.0000e-05 Epoch 293/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0108 - mae: 0.0788 - val_loss: 0.0713 - val_mae: 0.2527 - learning_rate: 1.0000e-05 Epoch 294/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0151 - mae: 0.0883 - val_loss: 0.0714 - val_mae: 0.2528 - learning_rate: 1.0000e-05 Epoch 295/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0128 - mae: 0.0826 - val_loss: 0.0708 - val_mae: 0.2517 - learning_rate: 1.0000e-05 Epoch 296/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0132 - mae: 0.0844 - val_loss: 0.0699 - val_mae: 0.2500 - learning_rate: 1.0000e-05 Epoch 297/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0161 - mae: 0.0892 - val_loss: 0.0696 - val_mae: 0.2492 - learning_rate: 1.0000e-05 Epoch 298/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0145 - mae: 0.0891 - val_loss: 0.0691 - val_mae: 0.2483 - learning_rate: 1.0000e-05 Epoch 299/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0167 - mae: 0.0949 - val_loss: 0.0684 - val_mae: 0.2469 - learning_rate: 1.0000e-05 Epoch 300/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0177 - mae: 0.0879 - val_loss: 0.0678 - val_mae: 0.2457 - learning_rate: 1.0000e-05 Epoch 301/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0187 - mae: 0.0933 - val_loss: 0.0673 - val_mae: 0.2447 - learning_rate: 1.0000e-05 Epoch 302/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0121 - mae: 0.0770 - val_loss: 0.0672 - val_mae: 0.2446 - learning_rate: 1.0000e-05 Epoch 303/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0141 - mae: 0.0889 - val_loss: 0.0674 - val_mae: 0.2450 - learning_rate: 1.0000e-05 Epoch 304/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0173 - mae: 0.0907 - val_loss: 0.0671 - val_mae: 0.2443 - learning_rate: 1.0000e-05 Epoch 305/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0132 - mae: 0.0855 - val_loss: 0.0666 - val_mae: 0.2434 - learning_rate: 1.0000e-05 Epoch 306/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0123 - mae: 0.0788 - val_loss: 0.0671 - val_mae: 0.2444 - learning_rate: 1.0000e-05 Epoch 307/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0139 - mae: 0.0857 - val_loss: 0.0674 - val_mae: 0.2449 - learning_rate: 1.0000e-05 Epoch 308/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0140 - mae: 0.0879 - val_loss: 0.0673 - val_mae: 0.2448 - learning_rate: 1.0000e-05 Epoch 309/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0176 - mae: 0.0952 - val_loss: 0.0671 - val_mae: 0.2443 - learning_rate: 5.0000e-06 Epoch 310/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0129 - mae: 0.0773 - val_loss: 0.0672 - val_mae: 0.2445 - learning_rate: 5.0000e-06 Epoch 311/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0120 - mae: 0.0802 - val_loss: 0.0671 - val_mae: 0.2442 - learning_rate: 5.0000e-06 Epoch 312/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0181 - mae: 0.0938 - val_loss: 0.0668 - val_mae: 0.2438 - learning_rate: 2.5000e-06 Epoch 313/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.0135 - mae: 0.0787 - val_loss: 0.0666 - val_mae: 0.2433 - learning_rate: 2.5000e-06 Epoch 314/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0151 - mae: 0.0873 - val_loss: 0.0664 - val_mae: 0.2430 - learning_rate: 2.5000e-06 Epoch 315/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0149 - mae: 0.0877 - val_loss: 0.0664 - val_mae: 0.2429 - learning_rate: 2.5000e-06 Epoch 316/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0160 - mae: 0.0872 - val_loss: 0.0664 - val_mae: 0.2429 - learning_rate: 2.5000e-06 Epoch 317/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0139 - mae: 0.0836 - val_loss: 0.0663 - val_mae: 0.2427 - learning_rate: 2.5000e-06 Epoch 318/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0155 - mae: 0.0852 - val_loss: 0.0664 - val_mae: 0.2430 - learning_rate: 2.5000e-06 Epoch 319/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.0105 - mae: 0.0750 - val_loss: 0.0666 - val_mae: 0.2433 - learning_rate: 2.5000e-06 Epoch 320/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0175 - mae: 0.0859 - val_loss: 0.0667 - val_mae: 0.2435 - learning_rate: 2.5000e-06 Epoch 321/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0132 - mae: 0.0818 - val_loss: 0.0666 - val_mae: 0.2434 - learning_rate: 1.2500e-06 Epoch 322/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0141 - mae: 0.0818 - val_loss: 0.0666 - val_mae: 0.2433 - learning_rate: 1.2500e-06 Epoch 323/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0168 - mae: 0.0893 - val_loss: 0.0666 - val_mae: 0.2433 - learning_rate: 1.2500e-06 Epoch 324/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.0157 - mae: 0.0871 - val_loss: 0.0666 - val_mae: 0.2432 - learning_rate: 6.2500e-07 Epoch 325/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0143 - mae: 0.0837 - val_loss: 0.0665 - val_mae: 0.2432 - learning_rate: 6.2500e-07 Epoch 326/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.0179 - mae: 0.0900 - val_loss: 0.0665 - val_mae: 0.2431 - learning_rate: 6.2500e-07 Epoch 327/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.0178 - mae: 0.0950 - val_loss: 0.0665 - val_mae: 0.2431 - learning_rate: 3.1250e-07 Epoch 328/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0129 - mae: 0.0841 - val_loss: 0.0665 - val_mae: 0.2431 - learning_rate: 3.1250e-07 Epoch 329/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0138 - mae: 0.0788 - val_loss: 0.0665 - val_mae: 0.2431 - learning_rate: 3.1250e-07 Epoch 330/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0168 - mae: 0.0849 - val_loss: 0.0665 - val_mae: 0.2431 - learning_rate: 1.5625e-07 Epoch 331/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0125 - mae: 0.0795 - val_loss: 0.0665 - val_mae: 0.2431 - learning_rate: 1.5625e-07 Epoch 332/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 43ms/step - loss: 0.0134 - mae: 0.0834 - val_loss: 0.0665 - val_mae: 0.2431 - learning_rate: 1.5625e-07 5/5 ━━━━━━━━━━━━━━━━━━━━ 3s 436ms/step Regression Metrics: MSE: 418668459.9799 MAE: 19285.3679 RMSE: 20461.3895 R2 Score: -7.3137 Epoch 1/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 14s 281ms/step - loss: 0.2232 - mae: 0.3880 - val_loss: 1.0282 - val_mae: 1.0101 - learning_rate: 1.0000e-05 Epoch 2/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 95ms/step - loss: 0.2529 - mae: 0.4147 - val_loss: 1.0258 - val_mae: 1.0089 - learning_rate: 1.0000e-05 Epoch 3/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.2355 - mae: 0.3953 - val_loss: 1.0235 - val_mae: 1.0078 - learning_rate: 1.0000e-05 Epoch 4/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.2351 - mae: 0.4043 - val_loss: 1.0211 - val_mae: 1.0066 - learning_rate: 1.0000e-05 Epoch 5/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.2182 - mae: 0.3863 - val_loss: 1.0188 - val_mae: 1.0054 - learning_rate: 1.0000e-05 Epoch 6/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.2347 - mae: 0.3975 - val_loss: 1.0164 - val_mae: 1.0043 - learning_rate: 1.0000e-05 Epoch 7/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 98ms/step - loss: 0.2418 - mae: 0.4090 - val_loss: 1.0142 - val_mae: 1.0032 - learning_rate: 1.0000e-05 Epoch 8/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.2261 - mae: 0.3902 - val_loss: 1.0120 - val_mae: 1.0021 - learning_rate: 1.0000e-05 Epoch 9/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.2244 - mae: 0.3915 - val_loss: 1.0098 - val_mae: 1.0010 - learning_rate: 1.0000e-05 Epoch 10/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.2362 - mae: 0.3995 - val_loss: 1.0075 - val_mae: 0.9998 - learning_rate: 1.0000e-05 Epoch 11/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.2213 - mae: 0.3815 - val_loss: 1.0053 - val_mae: 0.9987 - learning_rate: 1.0000e-05 Epoch 12/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.2077 - mae: 0.3698 - val_loss: 1.0031 - val_mae: 0.9976 - learning_rate: 1.0000e-05 Epoch 13/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.2126 - mae: 0.3706 - val_loss: 1.0009 - val_mae: 0.9966 - learning_rate: 1.0000e-05 Epoch 14/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.2151 - mae: 0.3779 - val_loss: 0.9987 - val_mae: 0.9954 - learning_rate: 1.0000e-05 Epoch 15/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.2206 - mae: 0.3870 - val_loss: 0.9964 - val_mae: 0.9943 - learning_rate: 1.0000e-05 Epoch 16/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.2298 - mae: 0.3872 - val_loss: 0.9942 - val_mae: 0.9931 - learning_rate: 1.0000e-05 Epoch 17/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.2338 - mae: 0.3930 - val_loss: 0.9919 - val_mae: 0.9920 - learning_rate: 1.0000e-05 Epoch 18/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 107ms/step - loss: 0.2101 - mae: 0.3737 - val_loss: 0.9896 - val_mae: 0.9909 - learning_rate: 1.0000e-05 Epoch 19/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.2257 - mae: 0.3875 - val_loss: 0.9873 - val_mae: 0.9897 - learning_rate: 1.0000e-05 Epoch 20/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.2152 - mae: 0.3779 - val_loss: 0.9850 - val_mae: 0.9885 - learning_rate: 1.0000e-05 Epoch 21/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.2211 - mae: 0.3828 - val_loss: 0.9826 - val_mae: 0.9873 - learning_rate: 1.0000e-05 Epoch 22/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.2133 - mae: 0.3740 - val_loss: 0.9802 - val_mae: 0.9861 - learning_rate: 1.0000e-05 Epoch 23/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.2317 - mae: 0.3956 - val_loss: 0.9778 - val_mae: 0.9849 - learning_rate: 1.0000e-05 Epoch 24/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.2104 - mae: 0.3694 - val_loss: 0.9754 - val_mae: 0.9836 - learning_rate: 1.0000e-05 Epoch 25/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.2107 - mae: 0.3719 - val_loss: 0.9729 - val_mae: 0.9824 - learning_rate: 1.0000e-05 Epoch 26/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.2177 - mae: 0.3828 - val_loss: 0.9704 - val_mae: 0.9811 - learning_rate: 1.0000e-05 Epoch 27/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.2172 - mae: 0.3800 - val_loss: 0.9678 - val_mae: 0.9798 - learning_rate: 1.0000e-05 Epoch 28/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.2115 - mae: 0.3684 - val_loss: 0.9654 - val_mae: 0.9786 - learning_rate: 1.0000e-05 Epoch 29/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.2067 - mae: 0.3609 - val_loss: 0.9629 - val_mae: 0.9773 - learning_rate: 1.0000e-05 Epoch 30/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.1998 - mae: 0.3558 - val_loss: 0.9604 - val_mae: 0.9760 - learning_rate: 1.0000e-05 Epoch 31/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.2193 - mae: 0.3811 - val_loss: 0.9577 - val_mae: 0.9746 - learning_rate: 1.0000e-05 Epoch 32/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.2180 - mae: 0.3759 - val_loss: 0.9551 - val_mae: 0.9733 - learning_rate: 1.0000e-05 Epoch 33/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.2096 - mae: 0.3643 - val_loss: 0.9526 - val_mae: 0.9720 - learning_rate: 1.0000e-05 Epoch 34/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.1877 - mae: 0.3434 - val_loss: 0.9501 - val_mae: 0.9708 - learning_rate: 1.0000e-05 Epoch 35/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.1959 - mae: 0.3536 - val_loss: 0.9475 - val_mae: 0.9694 - learning_rate: 1.0000e-05 Epoch 36/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.1968 - mae: 0.3538 - val_loss: 0.9449 - val_mae: 0.9680 - learning_rate: 1.0000e-05 Epoch 37/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.2019 - mae: 0.3586 - val_loss: 0.9423 - val_mae: 0.9667 - learning_rate: 1.0000e-05 Epoch 38/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 101ms/step - loss: 0.2050 - mae: 0.3624 - val_loss: 0.9396 - val_mae: 0.9653 - learning_rate: 1.0000e-05 Epoch 39/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.2087 - mae: 0.3704 - val_loss: 0.9369 - val_mae: 0.9639 - learning_rate: 1.0000e-05 Epoch 40/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.2035 - mae: 0.3631 - val_loss: 0.9342 - val_mae: 0.9625 - learning_rate: 1.0000e-05 Epoch 41/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.1904 - mae: 0.3488 - val_loss: 0.9316 - val_mae: 0.9612 - learning_rate: 1.0000e-05 Epoch 42/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.1964 - mae: 0.3524 - val_loss: 0.9287 - val_mae: 0.9597 - learning_rate: 1.0000e-05 Epoch 43/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.1973 - mae: 0.3457 - val_loss: 0.9258 - val_mae: 0.9582 - learning_rate: 1.0000e-05 Epoch 44/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.2061 - mae: 0.3655 - val_loss: 0.9229 - val_mae: 0.9566 - learning_rate: 1.0000e-05 Epoch 45/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.1876 - mae: 0.3406 - val_loss: 0.9200 - val_mae: 0.9551 - learning_rate: 1.0000e-05 Epoch 46/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 115ms/step - loss: 0.1753 - mae: 0.3240 - val_loss: 0.9172 - val_mae: 0.9536 - learning_rate: 1.0000e-05 Epoch 47/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.2076 - mae: 0.3613 - val_loss: 0.9142 - val_mae: 0.9521 - learning_rate: 1.0000e-05 Epoch 48/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1795 - mae: 0.3300 - val_loss: 0.9112 - val_mae: 0.9505 - learning_rate: 1.0000e-05 Epoch 49/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.1844 - mae: 0.3385 - val_loss: 0.9082 - val_mae: 0.9489 - learning_rate: 1.0000e-05 Epoch 50/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.1922 - mae: 0.3455 - val_loss: 0.9050 - val_mae: 0.9473 - learning_rate: 1.0000e-05 Epoch 51/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.1713 - mae: 0.3276 - val_loss: 0.9019 - val_mae: 0.9456 - learning_rate: 1.0000e-05 Epoch 52/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.1833 - mae: 0.3390 - val_loss: 0.8986 - val_mae: 0.9439 - learning_rate: 1.0000e-05 Epoch 53/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.1824 - mae: 0.3377 - val_loss: 0.8953 - val_mae: 0.9421 - learning_rate: 1.0000e-05 Epoch 54/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.1616 - mae: 0.3142 - val_loss: 0.8921 - val_mae: 0.9404 - learning_rate: 1.0000e-05 Epoch 55/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1807 - mae: 0.3375 - val_loss: 0.8888 - val_mae: 0.9387 - learning_rate: 1.0000e-05 Epoch 56/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.1801 - mae: 0.3302 - val_loss: 0.8856 - val_mae: 0.9370 - learning_rate: 1.0000e-05 Epoch 57/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.1573 - mae: 0.3087 - val_loss: 0.8824 - val_mae: 0.9352 - learning_rate: 1.0000e-05 Epoch 58/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.1767 - mae: 0.3302 - val_loss: 0.8790 - val_mae: 0.9334 - learning_rate: 1.0000e-05 Epoch 59/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1762 - mae: 0.3260 - val_loss: 0.8757 - val_mae: 0.9317 - learning_rate: 1.0000e-05 Epoch 60/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.1681 - mae: 0.3249 - val_loss: 0.8723 - val_mae: 0.9299 - learning_rate: 1.0000e-05 Epoch 61/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.1815 - mae: 0.3367 - val_loss: 0.8687 - val_mae: 0.9279 - learning_rate: 1.0000e-05 Epoch 62/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.1618 - mae: 0.3134 - val_loss: 0.8652 - val_mae: 0.9261 - learning_rate: 1.0000e-05 Epoch 63/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 103ms/step - loss: 0.1631 - mae: 0.3063 - val_loss: 0.8617 - val_mae: 0.9241 - learning_rate: 1.0000e-05 Epoch 64/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.1671 - mae: 0.3140 - val_loss: 0.8582 - val_mae: 0.9222 - learning_rate: 1.0000e-05 Epoch 65/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.1542 - mae: 0.3037 - val_loss: 0.8545 - val_mae: 0.9203 - learning_rate: 1.0000e-05 Epoch 66/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.1580 - mae: 0.3080 - val_loss: 0.8509 - val_mae: 0.9183 - learning_rate: 1.0000e-05 Epoch 67/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.1674 - mae: 0.3149 - val_loss: 0.8471 - val_mae: 0.9162 - learning_rate: 1.0000e-05 Epoch 68/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.1560 - mae: 0.3029 - val_loss: 0.8433 - val_mae: 0.9142 - learning_rate: 1.0000e-05 Epoch 69/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.1702 - mae: 0.3202 - val_loss: 0.8396 - val_mae: 0.9121 - learning_rate: 1.0000e-05 Epoch 70/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 118ms/step - loss: 0.1557 - mae: 0.3003 - val_loss: 0.8357 - val_mae: 0.9100 - learning_rate: 1.0000e-05 Epoch 71/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.1663 - mae: 0.3152 - val_loss: 0.8318 - val_mae: 0.9079 - learning_rate: 1.0000e-05 Epoch 72/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.1657 - mae: 0.3157 - val_loss: 0.8279 - val_mae: 0.9057 - learning_rate: 1.0000e-05 Epoch 73/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 113ms/step - loss: 0.1636 - mae: 0.3048 - val_loss: 0.8241 - val_mae: 0.9036 - learning_rate: 1.0000e-05 Epoch 74/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 95ms/step - loss: 0.1548 - mae: 0.3011 - val_loss: 0.8203 - val_mae: 0.9015 - learning_rate: 1.0000e-05 Epoch 75/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.1599 - mae: 0.3045 - val_loss: 0.8164 - val_mae: 0.8993 - learning_rate: 1.0000e-05 Epoch 76/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.1537 - mae: 0.2983 - val_loss: 0.8124 - val_mae: 0.8971 - learning_rate: 1.0000e-05 Epoch 77/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1436 - mae: 0.2854 - val_loss: 0.8083 - val_mae: 0.8949 - learning_rate: 1.0000e-05 Epoch 78/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.1527 - mae: 0.2984 - val_loss: 0.8041 - val_mae: 0.8925 - learning_rate: 1.0000e-05 Epoch 79/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.1537 - mae: 0.2992 - val_loss: 0.7999 - val_mae: 0.8901 - learning_rate: 1.0000e-05 Epoch 80/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.1421 - mae: 0.2814 - val_loss: 0.7958 - val_mae: 0.8878 - learning_rate: 1.0000e-05 Epoch 81/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 123ms/step - loss: 0.1415 - mae: 0.2820 - val_loss: 0.7918 - val_mae: 0.8856 - learning_rate: 1.0000e-05 Epoch 82/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.1282 - mae: 0.2647 - val_loss: 0.7877 - val_mae: 0.8832 - learning_rate: 1.0000e-05 Epoch 83/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.1467 - mae: 0.2899 - val_loss: 0.7834 - val_mae: 0.8808 - learning_rate: 1.0000e-05 Epoch 84/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.1258 - mae: 0.2605 - val_loss: 0.7792 - val_mae: 0.8784 - learning_rate: 1.0000e-05 Epoch 85/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.1398 - mae: 0.2781 - val_loss: 0.7748 - val_mae: 0.8759 - learning_rate: 1.0000e-05 Epoch 86/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.1315 - mae: 0.2670 - val_loss: 0.7705 - val_mae: 0.8735 - learning_rate: 1.0000e-05 Epoch 87/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.1279 - mae: 0.2684 - val_loss: 0.7662 - val_mae: 0.8710 - learning_rate: 1.0000e-05 Epoch 88/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1344 - mae: 0.2697 - val_loss: 0.7618 - val_mae: 0.8685 - learning_rate: 1.0000e-05 Epoch 89/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.1334 - mae: 0.2683 - val_loss: 0.7574 - val_mae: 0.8660 - learning_rate: 1.0000e-05 Epoch 90/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.1373 - mae: 0.2730 - val_loss: 0.7530 - val_mae: 0.8635 - learning_rate: 1.0000e-05 Epoch 91/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1253 - mae: 0.2628 - val_loss: 0.7486 - val_mae: 0.8609 - learning_rate: 1.0000e-05 Epoch 92/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.1400 - mae: 0.2767 - val_loss: 0.7440 - val_mae: 0.8582 - learning_rate: 1.0000e-05 Epoch 93/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.1225 - mae: 0.2597 - val_loss: 0.7394 - val_mae: 0.8555 - learning_rate: 1.0000e-05 Epoch 94/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 112ms/step - loss: 0.1276 - mae: 0.2657 - val_loss: 0.7349 - val_mae: 0.8529 - learning_rate: 1.0000e-05 Epoch 95/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.1292 - mae: 0.2629 - val_loss: 0.7302 - val_mae: 0.8501 - learning_rate: 1.0000e-05 Epoch 96/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 96ms/step - loss: 0.1150 - mae: 0.2439 - val_loss: 0.7256 - val_mae: 0.8475 - learning_rate: 1.0000e-05 Epoch 97/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.1253 - mae: 0.2570 - val_loss: 0.7210 - val_mae: 0.8447 - learning_rate: 1.0000e-05 Epoch 98/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.1233 - mae: 0.2544 - val_loss: 0.7165 - val_mae: 0.8420 - learning_rate: 1.0000e-05 Epoch 99/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.1165 - mae: 0.2400 - val_loss: 0.7120 - val_mae: 0.8394 - learning_rate: 1.0000e-05 Epoch 100/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.1183 - mae: 0.2433 - val_loss: 0.7074 - val_mae: 0.8366 - learning_rate: 1.0000e-05 Epoch 101/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1292 - mae: 0.2576 - val_loss: 0.7027 - val_mae: 0.8338 - learning_rate: 1.0000e-05 Epoch 102/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.1116 - mae: 0.2460 - val_loss: 0.6980 - val_mae: 0.8310 - learning_rate: 1.0000e-05 Epoch 103/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.1131 - mae: 0.2408 - val_loss: 0.6932 - val_mae: 0.8281 - learning_rate: 1.0000e-05 Epoch 104/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.1062 - mae: 0.2300 - val_loss: 0.6884 - val_mae: 0.8252 - learning_rate: 1.0000e-05 Epoch 105/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.1178 - mae: 0.2422 - val_loss: 0.6837 - val_mae: 0.8224 - learning_rate: 1.0000e-05 Epoch 106/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0964 - mae: 0.2210 - val_loss: 0.6790 - val_mae: 0.8195 - learning_rate: 1.0000e-05 Epoch 107/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.1149 - mae: 0.2373 - val_loss: 0.6741 - val_mae: 0.8165 - learning_rate: 1.0000e-05 Epoch 108/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.1070 - mae: 0.2266 - val_loss: 0.6694 - val_mae: 0.8136 - learning_rate: 1.0000e-05 Epoch 109/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.1312 - mae: 0.2619 - val_loss: 0.6646 - val_mae: 0.8107 - learning_rate: 1.0000e-05 Epoch 110/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.1040 - mae: 0.2240 - val_loss: 0.6602 - val_mae: 0.8079 - learning_rate: 1.0000e-05 Epoch 111/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0990 - mae: 0.2189 - val_loss: 0.6556 - val_mae: 0.8051 - learning_rate: 1.0000e-05 Epoch 112/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.1041 - mae: 0.2270 - val_loss: 0.6509 - val_mae: 0.8022 - learning_rate: 1.0000e-05 Epoch 113/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.1006 - mae: 0.2158 - val_loss: 0.6462 - val_mae: 0.7992 - learning_rate: 1.0000e-05 Epoch 114/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.1063 - mae: 0.2304 - val_loss: 0.6415 - val_mae: 0.7963 - learning_rate: 1.0000e-05 Epoch 115/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.1073 - mae: 0.2320 - val_loss: 0.6368 - val_mae: 0.7934 - learning_rate: 1.0000e-05 Epoch 116/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 119ms/step - loss: 0.1042 - mae: 0.2290 - val_loss: 0.6321 - val_mae: 0.7904 - learning_rate: 1.0000e-05 Epoch 117/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0860 - mae: 0.1996 - val_loss: 0.6277 - val_mae: 0.7876 - learning_rate: 1.0000e-05 Epoch 118/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 122ms/step - loss: 0.1013 - mae: 0.2202 - val_loss: 0.6230 - val_mae: 0.7846 - learning_rate: 1.0000e-05 Epoch 119/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0977 - mae: 0.2147 - val_loss: 0.6184 - val_mae: 0.7817 - learning_rate: 1.0000e-05 Epoch 120/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.0973 - mae: 0.2214 - val_loss: 0.6136 - val_mae: 0.7786 - learning_rate: 1.0000e-05 Epoch 121/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0891 - mae: 0.2062 - val_loss: 0.6090 - val_mae: 0.7757 - learning_rate: 1.0000e-05 Epoch 122/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0933 - mae: 0.2138 - val_loss: 0.6045 - val_mae: 0.7727 - learning_rate: 1.0000e-05 Epoch 123/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0886 - mae: 0.2076 - val_loss: 0.5999 - val_mae: 0.7698 - learning_rate: 1.0000e-05 Epoch 124/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0964 - mae: 0.2177 - val_loss: 0.5953 - val_mae: 0.7668 - learning_rate: 1.0000e-05 Epoch 125/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0867 - mae: 0.2016 - val_loss: 0.5908 - val_mae: 0.7638 - learning_rate: 1.0000e-05 Epoch 126/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0912 - mae: 0.2051 - val_loss: 0.5862 - val_mae: 0.7608 - learning_rate: 1.0000e-05 Epoch 127/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0828 - mae: 0.2001 - val_loss: 0.5817 - val_mae: 0.7579 - learning_rate: 1.0000e-05 Epoch 128/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.1038 - mae: 0.2246 - val_loss: 0.5771 - val_mae: 0.7549 - learning_rate: 1.0000e-05 Epoch 129/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0834 - mae: 0.1994 - val_loss: 0.5726 - val_mae: 0.7519 - learning_rate: 1.0000e-05 Epoch 130/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0828 - mae: 0.2015 - val_loss: 0.5683 - val_mae: 0.7490 - learning_rate: 1.0000e-05 Epoch 131/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0898 - mae: 0.2049 - val_loss: 0.5639 - val_mae: 0.7461 - learning_rate: 1.0000e-05 Epoch 132/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0750 - mae: 0.1924 - val_loss: 0.5596 - val_mae: 0.7432 - learning_rate: 1.0000e-05 Epoch 133/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0669 - mae: 0.1788 - val_loss: 0.5554 - val_mae: 0.7403 - learning_rate: 1.0000e-05 Epoch 134/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0803 - mae: 0.1963 - val_loss: 0.5507 - val_mae: 0.7372 - learning_rate: 1.0000e-05 Epoch 135/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0771 - mae: 0.1974 - val_loss: 0.5464 - val_mae: 0.7342 - learning_rate: 1.0000e-05 Epoch 136/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0772 - mae: 0.1935 - val_loss: 0.5420 - val_mae: 0.7313 - learning_rate: 1.0000e-05 Epoch 137/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0828 - mae: 0.2032 - val_loss: 0.5377 - val_mae: 0.7283 - learning_rate: 1.0000e-05 Epoch 138/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0793 - mae: 0.1977 - val_loss: 0.5337 - val_mae: 0.7255 - learning_rate: 1.0000e-05 Epoch 139/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 103ms/step - loss: 0.0760 - mae: 0.1890 - val_loss: 0.5295 - val_mae: 0.7226 - learning_rate: 1.0000e-05 Epoch 140/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 115ms/step - loss: 0.0793 - mae: 0.1956 - val_loss: 0.5253 - val_mae: 0.7198 - learning_rate: 1.0000e-05 Epoch 141/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0767 - mae: 0.1898 - val_loss: 0.5213 - val_mae: 0.7170 - learning_rate: 1.0000e-05 Epoch 142/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0678 - mae: 0.1815 - val_loss: 0.5173 - val_mae: 0.7142 - learning_rate: 1.0000e-05 Epoch 143/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 90ms/step - loss: 0.0825 - mae: 0.2094 - val_loss: 0.5129 - val_mae: 0.7111 - learning_rate: 1.0000e-05 Epoch 144/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0698 - mae: 0.1905 - val_loss: 0.5089 - val_mae: 0.7083 - learning_rate: 1.0000e-05 Epoch 145/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0732 - mae: 0.1900 - val_loss: 0.5049 - val_mae: 0.7055 - learning_rate: 1.0000e-05 Epoch 146/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0774 - mae: 0.2040 - val_loss: 0.5011 - val_mae: 0.7027 - learning_rate: 1.0000e-05 Epoch 147/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0719 - mae: 0.1938 - val_loss: 0.4971 - val_mae: 0.6999 - learning_rate: 1.0000e-05 Epoch 148/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0734 - mae: 0.1942 - val_loss: 0.4933 - val_mae: 0.6972 - learning_rate: 1.0000e-05 Epoch 149/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0675 - mae: 0.1927 - val_loss: 0.4897 - val_mae: 0.6947 - learning_rate: 1.0000e-05 Epoch 150/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0717 - mae: 0.1920 - val_loss: 0.4860 - val_mae: 0.6920 - learning_rate: 1.0000e-05 Epoch 151/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0636 - mae: 0.1823 - val_loss: 0.4822 - val_mae: 0.6892 - learning_rate: 1.0000e-05 Epoch 152/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0640 - mae: 0.1790 - val_loss: 0.4785 - val_mae: 0.6865 - learning_rate: 1.0000e-05 Epoch 153/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 103ms/step - loss: 0.0691 - mae: 0.1923 - val_loss: 0.4748 - val_mae: 0.6838 - learning_rate: 1.0000e-05 Epoch 154/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 101ms/step - loss: 0.0815 - mae: 0.2049 - val_loss: 0.4709 - val_mae: 0.6810 - learning_rate: 1.0000e-05 Epoch 155/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.0677 - mae: 0.1849 - val_loss: 0.4672 - val_mae: 0.6782 - learning_rate: 1.0000e-05 Epoch 156/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0669 - mae: 0.1911 - val_loss: 0.4637 - val_mae: 0.6757 - learning_rate: 1.0000e-05 Epoch 157/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0589 - mae: 0.1743 - val_loss: 0.4604 - val_mae: 0.6732 - learning_rate: 1.0000e-05 Epoch 158/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0676 - mae: 0.1882 - val_loss: 0.4568 - val_mae: 0.6705 - learning_rate: 1.0000e-05 Epoch 159/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0732 - mae: 0.2000 - val_loss: 0.4530 - val_mae: 0.6678 - learning_rate: 1.0000e-05 Epoch 160/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0683 - mae: 0.1914 - val_loss: 0.4497 - val_mae: 0.6652 - learning_rate: 1.0000e-05 Epoch 161/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0677 - mae: 0.1894 - val_loss: 0.4462 - val_mae: 0.6626 - learning_rate: 1.0000e-05 Epoch 162/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 110ms/step - loss: 0.0633 - mae: 0.1860 - val_loss: 0.4428 - val_mae: 0.6600 - learning_rate: 1.0000e-05 Epoch 163/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0597 - mae: 0.1852 - val_loss: 0.4391 - val_mae: 0.6573 - learning_rate: 1.0000e-05 Epoch 164/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.0759 - mae: 0.2093 - val_loss: 0.4356 - val_mae: 0.6546 - learning_rate: 1.0000e-05 Epoch 165/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 109ms/step - loss: 0.0619 - mae: 0.1825 - val_loss: 0.4325 - val_mae: 0.6522 - learning_rate: 1.0000e-05 Epoch 166/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0603 - mae: 0.1779 - val_loss: 0.4293 - val_mae: 0.6498 - learning_rate: 1.0000e-05 Epoch 167/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0636 - mae: 0.1853 - val_loss: 0.4260 - val_mae: 0.6472 - learning_rate: 1.0000e-05 Epoch 168/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0640 - mae: 0.1811 - val_loss: 0.4228 - val_mae: 0.6447 - learning_rate: 1.0000e-05 Epoch 169/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0674 - mae: 0.1972 - val_loss: 0.4194 - val_mae: 0.6421 - learning_rate: 1.0000e-05 Epoch 170/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.0700 - mae: 0.1945 - val_loss: 0.4164 - val_mae: 0.6397 - learning_rate: 1.0000e-05 Epoch 171/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0577 - mae: 0.1804 - val_loss: 0.4135 - val_mae: 0.6375 - learning_rate: 1.0000e-05 Epoch 172/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0738 - mae: 0.1992 - val_loss: 0.4101 - val_mae: 0.6349 - learning_rate: 1.0000e-05 Epoch 173/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0586 - mae: 0.1811 - val_loss: 0.4074 - val_mae: 0.6327 - learning_rate: 1.0000e-05 Epoch 174/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0673 - mae: 0.1937 - val_loss: 0.4041 - val_mae: 0.6301 - learning_rate: 1.0000e-05 Epoch 175/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0561 - mae: 0.1757 - val_loss: 0.4010 - val_mae: 0.6276 - learning_rate: 1.0000e-05 Epoch 176/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0573 - mae: 0.1783 - val_loss: 0.3981 - val_mae: 0.6253 - learning_rate: 1.0000e-05 Epoch 177/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0563 - mae: 0.1837 - val_loss: 0.3951 - val_mae: 0.6229 - learning_rate: 1.0000e-05 Epoch 178/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0523 - mae: 0.1755 - val_loss: 0.3919 - val_mae: 0.6203 - learning_rate: 1.0000e-05 Epoch 179/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 105ms/step - loss: 0.0575 - mae: 0.1801 - val_loss: 0.3889 - val_mae: 0.6179 - learning_rate: 1.0000e-05 Epoch 180/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0567 - mae: 0.1795 - val_loss: 0.3858 - val_mae: 0.6154 - learning_rate: 1.0000e-05 Epoch 181/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0547 - mae: 0.1779 - val_loss: 0.3832 - val_mae: 0.6133 - learning_rate: 1.0000e-05 Epoch 182/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0587 - mae: 0.1885 - val_loss: 0.3804 - val_mae: 0.6110 - learning_rate: 1.0000e-05 Epoch 183/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0633 - mae: 0.1908 - val_loss: 0.3775 - val_mae: 0.6086 - learning_rate: 1.0000e-05 Epoch 184/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0498 - mae: 0.1658 - val_loss: 0.3747 - val_mae: 0.6063 - learning_rate: 1.0000e-05 Epoch 185/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0576 - mae: 0.1795 - val_loss: 0.3719 - val_mae: 0.6040 - learning_rate: 1.0000e-05 Epoch 186/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0523 - mae: 0.1783 - val_loss: 0.3690 - val_mae: 0.6016 - learning_rate: 1.0000e-05 Epoch 187/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0551 - mae: 0.1766 - val_loss: 0.3660 - val_mae: 0.5991 - learning_rate: 1.0000e-05 Epoch 188/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 0.0506 - mae: 0.1687 - val_loss: 0.3630 - val_mae: 0.5966 - learning_rate: 1.0000e-05 Epoch 189/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0560 - mae: 0.1753 - val_loss: 0.3602 - val_mae: 0.5943 - learning_rate: 1.0000e-05 Epoch 190/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0478 - mae: 0.1607 - val_loss: 0.3575 - val_mae: 0.5920 - learning_rate: 1.0000e-05 Epoch 191/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0532 - mae: 0.1734 - val_loss: 0.3545 - val_mae: 0.5894 - learning_rate: 1.0000e-05 Epoch 192/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0504 - mae: 0.1677 - val_loss: 0.3516 - val_mae: 0.5870 - learning_rate: 1.0000e-05 Epoch 193/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.0471 - mae: 0.1673 - val_loss: 0.3489 - val_mae: 0.5847 - learning_rate: 1.0000e-05 Epoch 194/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0487 - mae: 0.1626 - val_loss: 0.3463 - val_mae: 0.5825 - learning_rate: 1.0000e-05 Epoch 195/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0491 - mae: 0.1618 - val_loss: 0.3433 - val_mae: 0.5799 - learning_rate: 1.0000e-05 Epoch 196/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0531 - mae: 0.1763 - val_loss: 0.3408 - val_mae: 0.5777 - learning_rate: 1.0000e-05 Epoch 197/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0585 - mae: 0.1849 - val_loss: 0.3383 - val_mae: 0.5756 - learning_rate: 1.0000e-05 Epoch 198/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0514 - mae: 0.1716 - val_loss: 0.3357 - val_mae: 0.5733 - learning_rate: 1.0000e-05 Epoch 199/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0547 - mae: 0.1783 - val_loss: 0.3331 - val_mae: 0.5710 - learning_rate: 1.0000e-05 Epoch 200/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0480 - mae: 0.1657 - val_loss: 0.3305 - val_mae: 0.5688 - learning_rate: 1.0000e-05 Epoch 201/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0520 - mae: 0.1715 - val_loss: 0.3278 - val_mae: 0.5664 - learning_rate: 1.0000e-05 Epoch 202/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0506 - mae: 0.1699 - val_loss: 0.3249 - val_mae: 0.5639 - learning_rate: 1.0000e-05 Epoch 203/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0505 - mae: 0.1667 - val_loss: 0.3225 - val_mae: 0.5617 - learning_rate: 1.0000e-05 Epoch 204/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0475 - mae: 0.1656 - val_loss: 0.3202 - val_mae: 0.5596 - learning_rate: 1.0000e-05 Epoch 205/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0520 - mae: 0.1762 - val_loss: 0.3177 - val_mae: 0.5574 - learning_rate: 1.0000e-05 Epoch 206/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0381 - mae: 0.1513 - val_loss: 0.3153 - val_mae: 0.5552 - learning_rate: 1.0000e-05 Epoch 207/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0407 - mae: 0.1574 - val_loss: 0.3129 - val_mae: 0.5531 - learning_rate: 1.0000e-05 Epoch 208/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0443 - mae: 0.1578 - val_loss: 0.3105 - val_mae: 0.5509 - learning_rate: 1.0000e-05 Epoch 209/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.0420 - mae: 0.1529 - val_loss: 0.3082 - val_mae: 0.5488 - learning_rate: 1.0000e-05 Epoch 210/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0442 - mae: 0.1589 - val_loss: 0.3055 - val_mae: 0.5464 - learning_rate: 1.0000e-05 Epoch 211/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0430 - mae: 0.1587 - val_loss: 0.3031 - val_mae: 0.5442 - learning_rate: 1.0000e-05 Epoch 212/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0397 - mae: 0.1497 - val_loss: 0.3007 - val_mae: 0.5419 - learning_rate: 1.0000e-05 Epoch 213/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0422 - mae: 0.1561 - val_loss: 0.2979 - val_mae: 0.5394 - learning_rate: 1.0000e-05 Epoch 214/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0379 - mae: 0.1501 - val_loss: 0.2954 - val_mae: 0.5371 - learning_rate: 1.0000e-05 Epoch 215/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0438 - mae: 0.1582 - val_loss: 0.2928 - val_mae: 0.5347 - learning_rate: 1.0000e-05 Epoch 216/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0441 - mae: 0.1589 - val_loss: 0.2904 - val_mae: 0.5324 - learning_rate: 1.0000e-05 Epoch 217/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 107ms/step - loss: 0.0492 - mae: 0.1676 - val_loss: 0.2878 - val_mae: 0.5300 - learning_rate: 1.0000e-05 Epoch 218/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0427 - mae: 0.1593 - val_loss: 0.2853 - val_mae: 0.5276 - learning_rate: 1.0000e-05 Epoch 219/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0513 - mae: 0.1610 - val_loss: 0.2834 - val_mae: 0.5259 - learning_rate: 1.0000e-05 Epoch 220/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0400 - mae: 0.1528 - val_loss: 0.2810 - val_mae: 0.5235 - learning_rate: 1.0000e-05 Epoch 221/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0384 - mae: 0.1509 - val_loss: 0.2788 - val_mae: 0.5214 - learning_rate: 1.0000e-05 Epoch 222/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0399 - mae: 0.1520 - val_loss: 0.2767 - val_mae: 0.5194 - learning_rate: 1.0000e-05 Epoch 223/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0474 - mae: 0.1650 - val_loss: 0.2744 - val_mae: 0.5172 - learning_rate: 1.0000e-05 Epoch 224/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0390 - mae: 0.1456 - val_loss: 0.2721 - val_mae: 0.5150 - learning_rate: 1.0000e-05 Epoch 225/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0422 - mae: 0.1575 - val_loss: 0.2698 - val_mae: 0.5128 - learning_rate: 1.0000e-05 Epoch 226/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0395 - mae: 0.1477 - val_loss: 0.2672 - val_mae: 0.5102 - learning_rate: 1.0000e-05 Epoch 227/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0379 - mae: 0.1483 - val_loss: 0.2646 - val_mae: 0.5077 - learning_rate: 1.0000e-05 Epoch 228/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0422 - mae: 0.1551 - val_loss: 0.2623 - val_mae: 0.5054 - learning_rate: 1.0000e-05 Epoch 229/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 90ms/step - loss: 0.0368 - mae: 0.1431 - val_loss: 0.2601 - val_mae: 0.5032 - learning_rate: 1.0000e-05 Epoch 230/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0388 - mae: 0.1483 - val_loss: 0.2580 - val_mae: 0.5011 - learning_rate: 1.0000e-05 Epoch 231/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0341 - mae: 0.1406 - val_loss: 0.2560 - val_mae: 0.4991 - learning_rate: 1.0000e-05 Epoch 232/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0370 - mae: 0.1441 - val_loss: 0.2538 - val_mae: 0.4969 - learning_rate: 1.0000e-05 Epoch 233/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0367 - mae: 0.1421 - val_loss: 0.2513 - val_mae: 0.4944 - learning_rate: 1.0000e-05 Epoch 234/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0442 - mae: 0.1511 - val_loss: 0.2487 - val_mae: 0.4918 - learning_rate: 1.0000e-05 Epoch 235/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0351 - mae: 0.1401 - val_loss: 0.2462 - val_mae: 0.4893 - learning_rate: 1.0000e-05 Epoch 236/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0347 - mae: 0.1378 - val_loss: 0.2439 - val_mae: 0.4869 - learning_rate: 1.0000e-05 Epoch 237/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0447 - mae: 0.1533 - val_loss: 0.2416 - val_mae: 0.4845 - learning_rate: 1.0000e-05 Epoch 238/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0394 - mae: 0.1439 - val_loss: 0.2391 - val_mae: 0.4819 - learning_rate: 1.0000e-05 Epoch 239/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0290 - mae: 0.1283 - val_loss: 0.2370 - val_mae: 0.4797 - learning_rate: 1.0000e-05 Epoch 240/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0393 - mae: 0.1430 - val_loss: 0.2346 - val_mae: 0.4773 - learning_rate: 1.0000e-05 Epoch 241/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 101ms/step - loss: 0.0367 - mae: 0.1381 - val_loss: 0.2326 - val_mae: 0.4752 - learning_rate: 1.0000e-05 Epoch 242/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0348 - mae: 0.1425 - val_loss: 0.2305 - val_mae: 0.4729 - learning_rate: 1.0000e-05 Epoch 243/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0389 - mae: 0.1418 - val_loss: 0.2283 - val_mae: 0.4706 - learning_rate: 1.0000e-05 Epoch 244/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0386 - mae: 0.1482 - val_loss: 0.2259 - val_mae: 0.4681 - learning_rate: 1.0000e-05 Epoch 245/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0282 - mae: 0.1252 - val_loss: 0.2239 - val_mae: 0.4659 - learning_rate: 1.0000e-05 Epoch 246/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0325 - mae: 0.1344 - val_loss: 0.2216 - val_mae: 0.4635 - learning_rate: 1.0000e-05 Epoch 247/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0410 - mae: 0.1420 - val_loss: 0.2193 - val_mae: 0.4610 - learning_rate: 1.0000e-05 Epoch 248/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0346 - mae: 0.1378 - val_loss: 0.2169 - val_mae: 0.4584 - learning_rate: 1.0000e-05 Epoch 249/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.0336 - mae: 0.1353 - val_loss: 0.2147 - val_mae: 0.4560 - learning_rate: 1.0000e-05 Epoch 250/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0279 - mae: 0.1253 - val_loss: 0.2127 - val_mae: 0.4538 - learning_rate: 1.0000e-05 Epoch 251/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0285 - mae: 0.1259 - val_loss: 0.2110 - val_mae: 0.4520 - learning_rate: 1.0000e-05 Epoch 252/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0323 - mae: 0.1319 - val_loss: 0.2087 - val_mae: 0.4494 - learning_rate: 1.0000e-05 Epoch 253/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 111ms/step - loss: 0.0236 - mae: 0.1170 - val_loss: 0.2068 - val_mae: 0.4473 - learning_rate: 1.0000e-05 Epoch 254/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0248 - mae: 0.1179 - val_loss: 0.2047 - val_mae: 0.4449 - learning_rate: 1.0000e-05 Epoch 255/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0318 - mae: 0.1341 - val_loss: 0.2024 - val_mae: 0.4423 - learning_rate: 1.0000e-05 Epoch 256/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0333 - mae: 0.1290 - val_loss: 0.1998 - val_mae: 0.4395 - learning_rate: 1.0000e-05 Epoch 257/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 2s 91ms/step - loss: 0.0290 - mae: 0.1291 - val_loss: 0.1976 - val_mae: 0.4369 - learning_rate: 1.0000e-05 Epoch 258/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0315 - mae: 0.1235 - val_loss: 0.1955 - val_mae: 0.4345 - learning_rate: 1.0000e-05 Epoch 259/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0286 - mae: 0.1196 - val_loss: 0.1933 - val_mae: 0.4320 - learning_rate: 1.0000e-05 Epoch 260/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0351 - mae: 0.1343 - val_loss: 0.1912 - val_mae: 0.4295 - learning_rate: 1.0000e-05 Epoch 261/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0212 - mae: 0.1028 - val_loss: 0.1893 - val_mae: 0.4273 - learning_rate: 1.0000e-05 Epoch 262/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0263 - mae: 0.1136 - val_loss: 0.1873 - val_mae: 0.4251 - learning_rate: 1.0000e-05 Epoch 263/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 99ms/step - loss: 0.0302 - mae: 0.1189 - val_loss: 0.1855 - val_mae: 0.4229 - learning_rate: 1.0000e-05 Epoch 264/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0233 - mae: 0.1084 - val_loss: 0.1840 - val_mae: 0.4211 - learning_rate: 1.0000e-05 Epoch 265/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0288 - mae: 0.1230 - val_loss: 0.1822 - val_mae: 0.4190 - learning_rate: 1.0000e-05 Epoch 266/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0277 - mae: 0.1157 - val_loss: 0.1801 - val_mae: 0.4165 - learning_rate: 1.0000e-05 Epoch 267/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0254 - mae: 0.1143 - val_loss: 0.1779 - val_mae: 0.4138 - learning_rate: 1.0000e-05 Epoch 268/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0260 - mae: 0.1162 - val_loss: 0.1761 - val_mae: 0.4117 - learning_rate: 1.0000e-05 Epoch 269/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0225 - mae: 0.1083 - val_loss: 0.1746 - val_mae: 0.4099 - learning_rate: 1.0000e-05 Epoch 270/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0272 - mae: 0.1147 - val_loss: 0.1729 - val_mae: 0.4078 - learning_rate: 1.0000e-05 Epoch 271/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0212 - mae: 0.1042 - val_loss: 0.1708 - val_mae: 0.4052 - learning_rate: 1.0000e-05 Epoch 272/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0284 - mae: 0.1201 - val_loss: 0.1687 - val_mae: 0.4026 - learning_rate: 1.0000e-05 Epoch 273/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0233 - mae: 0.1063 - val_loss: 0.1668 - val_mae: 0.4003 - learning_rate: 1.0000e-05 Epoch 274/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0243 - mae: 0.1072 - val_loss: 0.1652 - val_mae: 0.3983 - learning_rate: 1.0000e-05 Epoch 275/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0217 - mae: 0.1043 - val_loss: 0.1637 - val_mae: 0.3964 - learning_rate: 1.0000e-05 Epoch 276/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0210 - mae: 0.1047 - val_loss: 0.1619 - val_mae: 0.3942 - learning_rate: 1.0000e-05 Epoch 277/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0255 - mae: 0.1162 - val_loss: 0.1597 - val_mae: 0.3913 - learning_rate: 1.0000e-05 Epoch 278/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0235 - mae: 0.1100 - val_loss: 0.1577 - val_mae: 0.3888 - learning_rate: 1.0000e-05 Epoch 279/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.0215 - mae: 0.1074 - val_loss: 0.1560 - val_mae: 0.3866 - learning_rate: 1.0000e-05 Epoch 280/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 111ms/step - loss: 0.0221 - mae: 0.1066 - val_loss: 0.1543 - val_mae: 0.3845 - learning_rate: 1.0000e-05 Epoch 281/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0233 - mae: 0.1077 - val_loss: 0.1524 - val_mae: 0.3819 - learning_rate: 1.0000e-05 Epoch 282/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0199 - mae: 0.1016 - val_loss: 0.1507 - val_mae: 0.3798 - learning_rate: 1.0000e-05 Epoch 283/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 68ms/step - loss: 0.0210 - mae: 0.1039 - val_loss: 0.1489 - val_mae: 0.3773 - learning_rate: 1.0000e-05 Epoch 284/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0205 - mae: 0.1036 - val_loss: 0.1473 - val_mae: 0.3752 - learning_rate: 1.0000e-05 Epoch 285/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0268 - mae: 0.1135 - val_loss: 0.1452 - val_mae: 0.3724 - learning_rate: 1.0000e-05 Epoch 286/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0194 - mae: 0.0971 - val_loss: 0.1434 - val_mae: 0.3699 - learning_rate: 1.0000e-05 Epoch 287/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.0231 - mae: 0.1052 - val_loss: 0.1415 - val_mae: 0.3675 - learning_rate: 1.0000e-05 Epoch 288/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0181 - mae: 0.0896 - val_loss: 0.1398 - val_mae: 0.3652 - learning_rate: 1.0000e-05 Epoch 289/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0186 - mae: 0.0970 - val_loss: 0.1380 - val_mae: 0.3626 - learning_rate: 1.0000e-05 Epoch 290/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 107ms/step - loss: 0.0242 - mae: 0.0990 - val_loss: 0.1361 - val_mae: 0.3601 - learning_rate: 1.0000e-05 Epoch 291/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 101ms/step - loss: 0.0186 - mae: 0.0973 - val_loss: 0.1344 - val_mae: 0.3577 - learning_rate: 1.0000e-05 Epoch 292/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0227 - mae: 0.0999 - val_loss: 0.1329 - val_mae: 0.3556 - learning_rate: 1.0000e-05 Epoch 293/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0200 - mae: 0.1003 - val_loss: 0.1316 - val_mae: 0.3538 - learning_rate: 1.0000e-05 Epoch 294/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0143 - mae: 0.0849 - val_loss: 0.1302 - val_mae: 0.3518 - learning_rate: 1.0000e-05 Epoch 295/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0176 - mae: 0.0928 - val_loss: 0.1291 - val_mae: 0.3502 - learning_rate: 1.0000e-05 Epoch 296/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0167 - mae: 0.0902 - val_loss: 0.1277 - val_mae: 0.3482 - learning_rate: 1.0000e-05 Epoch 297/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0194 - mae: 0.0992 - val_loss: 0.1263 - val_mae: 0.3462 - learning_rate: 1.0000e-05 Epoch 298/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0232 - mae: 0.1029 - val_loss: 0.1251 - val_mae: 0.3445 - learning_rate: 1.0000e-05 Epoch 299/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0153 - mae: 0.0861 - val_loss: 0.1236 - val_mae: 0.3423 - learning_rate: 1.0000e-05 Epoch 300/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0227 - mae: 0.1020 - val_loss: 0.1222 - val_mae: 0.3403 - learning_rate: 1.0000e-05 Epoch 301/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0185 - mae: 0.1025 - val_loss: 0.1207 - val_mae: 0.3381 - learning_rate: 1.0000e-05 Epoch 302/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0182 - mae: 0.0907 - val_loss: 0.1191 - val_mae: 0.3357 - learning_rate: 1.0000e-05 Epoch 303/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0200 - mae: 0.0981 - val_loss: 0.1176 - val_mae: 0.3334 - learning_rate: 1.0000e-05 Epoch 304/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0157 - mae: 0.0874 - val_loss: 0.1161 - val_mae: 0.3313 - learning_rate: 1.0000e-05 Epoch 305/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0156 - mae: 0.0874 - val_loss: 0.1148 - val_mae: 0.3292 - learning_rate: 1.0000e-05 Epoch 306/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0175 - mae: 0.0985 - val_loss: 0.1134 - val_mae: 0.3272 - learning_rate: 1.0000e-05 Epoch 307/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0219 - mae: 0.0982 - val_loss: 0.1119 - val_mae: 0.3248 - learning_rate: 1.0000e-05 Epoch 308/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0142 - mae: 0.0828 - val_loss: 0.1106 - val_mae: 0.3229 - learning_rate: 1.0000e-05 Epoch 309/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0158 - mae: 0.0856 - val_loss: 0.1094 - val_mae: 0.3210 - learning_rate: 1.0000e-05 Epoch 310/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0187 - mae: 0.0934 - val_loss: 0.1085 - val_mae: 0.3195 - learning_rate: 1.0000e-05 Epoch 311/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0194 - mae: 0.0976 - val_loss: 0.1074 - val_mae: 0.3179 - learning_rate: 1.0000e-05 Epoch 312/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0209 - mae: 0.0939 - val_loss: 0.1064 - val_mae: 0.3163 - learning_rate: 1.0000e-05 Epoch 313/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0185 - mae: 0.0929 - val_loss: 0.1055 - val_mae: 0.3149 - learning_rate: 1.0000e-05 Epoch 314/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0156 - mae: 0.0872 - val_loss: 0.1048 - val_mae: 0.3138 - learning_rate: 1.0000e-05 Epoch 315/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0162 - mae: 0.0882 - val_loss: 0.1040 - val_mae: 0.3126 - learning_rate: 1.0000e-05 Epoch 316/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 98ms/step - loss: 0.0149 - mae: 0.0865 - val_loss: 0.1029 - val_mae: 0.3108 - learning_rate: 1.0000e-05 Epoch 317/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0230 - mae: 0.1009 - val_loss: 0.1013 - val_mae: 0.3081 - learning_rate: 1.0000e-05 Epoch 318/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0203 - mae: 0.0974 - val_loss: 0.0999 - val_mae: 0.3060 - learning_rate: 1.0000e-05 Epoch 319/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 128ms/step - loss: 0.0176 - mae: 0.0939 - val_loss: 0.0987 - val_mae: 0.3040 - learning_rate: 1.0000e-05 Epoch 320/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0141 - mae: 0.0819 - val_loss: 0.0975 - val_mae: 0.3019 - learning_rate: 1.0000e-05 Epoch 321/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0185 - mae: 0.0948 - val_loss: 0.0967 - val_mae: 0.3007 - learning_rate: 1.0000e-05 Epoch 322/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0158 - mae: 0.0879 - val_loss: 0.0961 - val_mae: 0.2996 - learning_rate: 1.0000e-05 Epoch 323/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0126 - mae: 0.0832 - val_loss: 0.0953 - val_mae: 0.2983 - learning_rate: 1.0000e-05 Epoch 324/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.0174 - mae: 0.0906 - val_loss: 0.0944 - val_mae: 0.2967 - learning_rate: 1.0000e-05 Epoch 325/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0173 - mae: 0.0907 - val_loss: 0.0930 - val_mae: 0.2945 - learning_rate: 1.0000e-05 Epoch 326/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0200 - mae: 0.0968 - val_loss: 0.0916 - val_mae: 0.2920 - learning_rate: 1.0000e-05 Epoch 327/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0160 - mae: 0.0884 - val_loss: 0.0906 - val_mae: 0.2903 - learning_rate: 1.0000e-05 Epoch 328/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0215 - mae: 0.0980 - val_loss: 0.0896 - val_mae: 0.2886 - learning_rate: 1.0000e-05 Epoch 329/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0163 - mae: 0.0819 - val_loss: 0.0885 - val_mae: 0.2868 - learning_rate: 1.0000e-05 Epoch 330/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0176 - mae: 0.0930 - val_loss: 0.0878 - val_mae: 0.2855 - learning_rate: 1.0000e-05 Epoch 331/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 0.0186 - mae: 0.0902 - val_loss: 0.0869 - val_mae: 0.2840 - learning_rate: 1.0000e-05 Epoch 332/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0143 - mae: 0.0805 - val_loss: 0.0862 - val_mae: 0.2828 - learning_rate: 1.0000e-05 Epoch 333/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 101ms/step - loss: 0.0149 - mae: 0.0839 - val_loss: 0.0855 - val_mae: 0.2814 - learning_rate: 1.0000e-05 Epoch 334/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 64ms/step - loss: 0.0135 - mae: 0.0815 - val_loss: 0.0847 - val_mae: 0.2801 - learning_rate: 1.0000e-05 Epoch 335/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0179 - mae: 0.0826 - val_loss: 0.0836 - val_mae: 0.2781 - learning_rate: 1.0000e-05 Epoch 336/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0155 - mae: 0.0815 - val_loss: 0.0825 - val_mae: 0.2761 - learning_rate: 1.0000e-05 Epoch 337/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0186 - mae: 0.0964 - val_loss: 0.0813 - val_mae: 0.2740 - learning_rate: 1.0000e-05 Epoch 338/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0159 - mae: 0.0880 - val_loss: 0.0805 - val_mae: 0.2726 - learning_rate: 1.0000e-05 Epoch 339/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 78ms/step - loss: 0.0146 - mae: 0.0814 - val_loss: 0.0799 - val_mae: 0.2714 - learning_rate: 1.0000e-05 Epoch 340/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0128 - mae: 0.0798 - val_loss: 0.0792 - val_mae: 0.2701 - learning_rate: 1.0000e-05 Epoch 341/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0140 - mae: 0.0822 - val_loss: 0.0787 - val_mae: 0.2693 - learning_rate: 1.0000e-05 Epoch 342/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.0185 - mae: 0.0909 - val_loss: 0.0780 - val_mae: 0.2680 - learning_rate: 1.0000e-05 Epoch 343/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0133 - mae: 0.0770 - val_loss: 0.0774 - val_mae: 0.2669 - learning_rate: 1.0000e-05 Epoch 344/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.0213 - mae: 0.0971 - val_loss: 0.0764 - val_mae: 0.2649 - learning_rate: 1.0000e-05 Epoch 345/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0168 - mae: 0.0850 - val_loss: 0.0754 - val_mae: 0.2631 - learning_rate: 1.0000e-05 Epoch 346/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.0171 - mae: 0.0919 - val_loss: 0.0746 - val_mae: 0.2616 - learning_rate: 1.0000e-05 Epoch 347/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 90ms/step - loss: 0.0120 - mae: 0.0791 - val_loss: 0.0737 - val_mae: 0.2598 - learning_rate: 1.0000e-05 Epoch 348/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0170 - mae: 0.0905 - val_loss: 0.0729 - val_mae: 0.2582 - learning_rate: 1.0000e-05 Epoch 349/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0128 - mae: 0.0778 - val_loss: 0.0721 - val_mae: 0.2567 - learning_rate: 1.0000e-05 Epoch 350/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0159 - mae: 0.0897 - val_loss: 0.0716 - val_mae: 0.2557 - learning_rate: 1.0000e-05 Epoch 351/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0144 - mae: 0.0859 - val_loss: 0.0708 - val_mae: 0.2543 - learning_rate: 1.0000e-05 Epoch 352/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0138 - mae: 0.0820 - val_loss: 0.0706 - val_mae: 0.2537 - learning_rate: 1.0000e-05 Epoch 353/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0141 - mae: 0.0821 - val_loss: 0.0700 - val_mae: 0.2527 - learning_rate: 1.0000e-05 Epoch 354/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0146 - mae: 0.0834 - val_loss: 0.0693 - val_mae: 0.2513 - learning_rate: 1.0000e-05 Epoch 355/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.0148 - mae: 0.0823 - val_loss: 0.0687 - val_mae: 0.2501 - learning_rate: 1.0000e-05 Epoch 356/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.0143 - mae: 0.0767 - val_loss: 0.0678 - val_mae: 0.2483 - learning_rate: 1.0000e-05 Epoch 357/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 0.0121 - mae: 0.0749 - val_loss: 0.0669 - val_mae: 0.2465 - learning_rate: 1.0000e-05 Epoch 358/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0120 - mae: 0.0755 - val_loss: 0.0663 - val_mae: 0.2453 - learning_rate: 1.0000e-05 Epoch 359/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 79ms/step - loss: 0.0155 - mae: 0.0858 - val_loss: 0.0659 - val_mae: 0.2445 - learning_rate: 1.0000e-05 Epoch 360/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0136 - mae: 0.0803 - val_loss: 0.0655 - val_mae: 0.2436 - learning_rate: 1.0000e-05 Epoch 361/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0146 - mae: 0.0865 - val_loss: 0.0650 - val_mae: 0.2427 - learning_rate: 1.0000e-05 Epoch 362/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0115 - mae: 0.0779 - val_loss: 0.0647 - val_mae: 0.2420 - learning_rate: 1.0000e-05 Epoch 363/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 102ms/step - loss: 0.0150 - mae: 0.0841 - val_loss: 0.0644 - val_mae: 0.2414 - learning_rate: 1.0000e-05 Epoch 364/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0146 - mae: 0.0806 - val_loss: 0.0639 - val_mae: 0.2404 - learning_rate: 1.0000e-05 Epoch 365/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 66ms/step - loss: 0.0150 - mae: 0.0872 - val_loss: 0.0636 - val_mae: 0.2398 - learning_rate: 1.0000e-05 Epoch 366/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 107ms/step - loss: 0.0163 - mae: 0.0891 - val_loss: 0.0634 - val_mae: 0.2393 - learning_rate: 1.0000e-05 Epoch 367/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 96ms/step - loss: 0.0165 - mae: 0.0883 - val_loss: 0.0630 - val_mae: 0.2385 - learning_rate: 1.0000e-05 Epoch 368/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0138 - mae: 0.0843 - val_loss: 0.0625 - val_mae: 0.2376 - learning_rate: 1.0000e-05 Epoch 369/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 70ms/step - loss: 0.0172 - mae: 0.0826 - val_loss: 0.0623 - val_mae: 0.2371 - learning_rate: 1.0000e-05 Epoch 370/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0117 - mae: 0.0794 - val_loss: 0.0618 - val_mae: 0.2361 - learning_rate: 1.0000e-05 Epoch 371/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0155 - mae: 0.0828 - val_loss: 0.0613 - val_mae: 0.2350 - learning_rate: 1.0000e-05 Epoch 372/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0131 - mae: 0.0814 - val_loss: 0.0609 - val_mae: 0.2341 - learning_rate: 1.0000e-05 Epoch 373/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.0102 - mae: 0.0713 - val_loss: 0.0608 - val_mae: 0.2338 - learning_rate: 1.0000e-05 Epoch 374/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 59ms/step - loss: 0.0151 - mae: 0.0867 - val_loss: 0.0607 - val_mae: 0.2336 - learning_rate: 1.0000e-05 Epoch 375/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0219 - mae: 0.0991 - val_loss: 0.0603 - val_mae: 0.2329 - learning_rate: 1.0000e-05 Epoch 376/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0121 - mae: 0.0784 - val_loss: 0.0598 - val_mae: 0.2318 - learning_rate: 1.0000e-05 Epoch 377/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0142 - mae: 0.0784 - val_loss: 0.0592 - val_mae: 0.2305 - learning_rate: 1.0000e-05 Epoch 378/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 86ms/step - loss: 0.0151 - mae: 0.0851 - val_loss: 0.0584 - val_mae: 0.2287 - learning_rate: 1.0000e-05 Epoch 379/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0176 - mae: 0.0863 - val_loss: 0.0575 - val_mae: 0.2267 - learning_rate: 1.0000e-05 Epoch 380/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0157 - mae: 0.0858 - val_loss: 0.0566 - val_mae: 0.2249 - learning_rate: 1.0000e-05 Epoch 381/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.0147 - mae: 0.0820 - val_loss: 0.0561 - val_mae: 0.2236 - learning_rate: 1.0000e-05 Epoch 382/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0131 - mae: 0.0809 - val_loss: 0.0559 - val_mae: 0.2234 - learning_rate: 1.0000e-05 Epoch 383/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0122 - mae: 0.0766 - val_loss: 0.0557 - val_mae: 0.2228 - learning_rate: 1.0000e-05 Epoch 384/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0117 - mae: 0.0781 - val_loss: 0.0557 - val_mae: 0.2229 - learning_rate: 1.0000e-05 Epoch 385/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0107 - mae: 0.0735 - val_loss: 0.0559 - val_mae: 0.2232 - learning_rate: 1.0000e-05 Epoch 386/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0099 - mae: 0.0707 - val_loss: 0.0558 - val_mae: 0.2230 - learning_rate: 1.0000e-05 Epoch 387/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0171 - mae: 0.0858 - val_loss: 0.0555 - val_mae: 0.2223 - learning_rate: 5.0000e-06 Epoch 388/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0118 - mae: 0.0788 - val_loss: 0.0551 - val_mae: 0.2215 - learning_rate: 5.0000e-06 Epoch 389/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0170 - mae: 0.0888 - val_loss: 0.0548 - val_mae: 0.2208 - learning_rate: 5.0000e-06 Epoch 390/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 0.0143 - mae: 0.0836 - val_loss: 0.0545 - val_mae: 0.2202 - learning_rate: 5.0000e-06 Epoch 391/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0142 - mae: 0.0844 - val_loss: 0.0542 - val_mae: 0.2194 - learning_rate: 5.0000e-06 Epoch 392/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0139 - mae: 0.0831 - val_loss: 0.0540 - val_mae: 0.2190 - learning_rate: 5.0000e-06 Epoch 393/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.0138 - mae: 0.0794 - val_loss: 0.0539 - val_mae: 0.2188 - learning_rate: 5.0000e-06 Epoch 394/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 100ms/step - loss: 0.0129 - mae: 0.0818 - val_loss: 0.0538 - val_mae: 0.2185 - learning_rate: 5.0000e-06 Epoch 395/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.0143 - mae: 0.0845 - val_loss: 0.0537 - val_mae: 0.2184 - learning_rate: 5.0000e-06 Epoch 396/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0136 - mae: 0.0793 - val_loss: 0.0536 - val_mae: 0.2182 - learning_rate: 5.0000e-06 Epoch 397/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0106 - mae: 0.0730 - val_loss: 0.0536 - val_mae: 0.2180 - learning_rate: 5.0000e-06 Epoch 398/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0104 - mae: 0.0734 - val_loss: 0.0534 - val_mae: 0.2176 - learning_rate: 5.0000e-06 Epoch 399/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0120 - mae: 0.0776 - val_loss: 0.0534 - val_mae: 0.2176 - learning_rate: 5.0000e-06 Epoch 400/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0162 - mae: 0.0886 - val_loss: 0.0532 - val_mae: 0.2172 - learning_rate: 5.0000e-06 Epoch 401/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 92ms/step - loss: 0.0143 - mae: 0.0796 - val_loss: 0.0531 - val_mae: 0.2169 - learning_rate: 5.0000e-06 Epoch 402/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0109 - mae: 0.0750 - val_loss: 0.0529 - val_mae: 0.2165 - learning_rate: 5.0000e-06 Epoch 403/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0146 - mae: 0.0817 - val_loss: 0.0527 - val_mae: 0.2161 - learning_rate: 5.0000e-06 Epoch 404/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.0140 - mae: 0.0820 - val_loss: 0.0527 - val_mae: 0.2161 - learning_rate: 5.0000e-06 Epoch 405/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 0.0131 - mae: 0.0827 - val_loss: 0.0525 - val_mae: 0.2156 - learning_rate: 5.0000e-06 Epoch 406/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 73ms/step - loss: 0.0142 - mae: 0.0837 - val_loss: 0.0523 - val_mae: 0.2152 - learning_rate: 5.0000e-06 Epoch 407/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.0129 - mae: 0.0812 - val_loss: 0.0522 - val_mae: 0.2148 - learning_rate: 5.0000e-06 Epoch 408/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.0132 - mae: 0.0812 - val_loss: 0.0518 - val_mae: 0.2140 - learning_rate: 5.0000e-06 Epoch 409/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 62ms/step - loss: 0.0116 - mae: 0.0739 - val_loss: 0.0517 - val_mae: 0.2136 - learning_rate: 5.0000e-06 Epoch 410/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 80ms/step - loss: 0.0132 - mae: 0.0847 - val_loss: 0.0516 - val_mae: 0.2135 - learning_rate: 5.0000e-06 Epoch 411/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 76ms/step - loss: 0.0119 - mae: 0.0735 - val_loss: 0.0516 - val_mae: 0.2134 - learning_rate: 5.0000e-06 Epoch 412/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0114 - mae: 0.0739 - val_loss: 0.0515 - val_mae: 0.2133 - learning_rate: 5.0000e-06 Epoch 413/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0130 - mae: 0.0782 - val_loss: 0.0514 - val_mae: 0.2130 - learning_rate: 5.0000e-06 Epoch 414/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 105ms/step - loss: 0.0130 - mae: 0.0799 - val_loss: 0.0512 - val_mae: 0.2126 - learning_rate: 5.0000e-06 Epoch 415/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0098 - mae: 0.0711 - val_loss: 0.0512 - val_mae: 0.2126 - learning_rate: 5.0000e-06 Epoch 416/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0120 - mae: 0.0764 - val_loss: 0.0513 - val_mae: 0.2129 - learning_rate: 5.0000e-06 Epoch 417/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0131 - mae: 0.0806 - val_loss: 0.0512 - val_mae: 0.2127 - learning_rate: 5.0000e-06 Epoch 418/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 111ms/step - loss: 0.0128 - mae: 0.0780 - val_loss: 0.0511 - val_mae: 0.2124 - learning_rate: 2.5000e-06 Epoch 419/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0131 - mae: 0.0830 - val_loss: 0.0510 - val_mae: 0.2120 - learning_rate: 2.5000e-06 Epoch 420/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0133 - mae: 0.0783 - val_loss: 0.0508 - val_mae: 0.2117 - learning_rate: 2.5000e-06 Epoch 421/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0157 - mae: 0.0856 - val_loss: 0.0507 - val_mae: 0.2114 - learning_rate: 2.5000e-06 Epoch 422/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0149 - mae: 0.0785 - val_loss: 0.0506 - val_mae: 0.2113 - learning_rate: 2.5000e-06 Epoch 423/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0115 - mae: 0.0707 - val_loss: 0.0504 - val_mae: 0.2108 - learning_rate: 2.5000e-06 Epoch 424/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0136 - mae: 0.0846 - val_loss: 0.0503 - val_mae: 0.2106 - learning_rate: 2.5000e-06 Epoch 425/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0147 - mae: 0.0857 - val_loss: 0.0504 - val_mae: 0.2107 - learning_rate: 2.5000e-06 Epoch 426/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0161 - mae: 0.0855 - val_loss: 0.0503 - val_mae: 0.2106 - learning_rate: 2.5000e-06 Epoch 427/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 65ms/step - loss: 0.0144 - mae: 0.0842 - val_loss: 0.0503 - val_mae: 0.2106 - learning_rate: 1.2500e-06 Epoch 428/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 67ms/step - loss: 0.0138 - mae: 0.0802 - val_loss: 0.0503 - val_mae: 0.2106 - learning_rate: 1.2500e-06 Epoch 429/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 91ms/step - loss: 0.0150 - mae: 0.0861 - val_loss: 0.0503 - val_mae: 0.2105 - learning_rate: 1.2500e-06 Epoch 430/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0130 - mae: 0.0814 - val_loss: 0.0503 - val_mae: 0.2105 - learning_rate: 1.2500e-06 Epoch 431/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0131 - mae: 0.0777 - val_loss: 0.0503 - val_mae: 0.2105 - learning_rate: 6.2500e-07 Epoch 432/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 87ms/step - loss: 0.0132 - mae: 0.0789 - val_loss: 0.0503 - val_mae: 0.2104 - learning_rate: 6.2500e-07 Epoch 433/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 74ms/step - loss: 0.0131 - mae: 0.0840 - val_loss: 0.0502 - val_mae: 0.2104 - learning_rate: 6.2500e-07 Epoch 434/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 56ms/step - loss: 0.0137 - mae: 0.0818 - val_loss: 0.0502 - val_mae: 0.2104 - learning_rate: 3.1250e-07 Epoch 435/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0112 - mae: 0.0760 - val_loss: 0.0502 - val_mae: 0.2103 - learning_rate: 3.1250e-07 Epoch 436/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0131 - mae: 0.0800 - val_loss: 0.0502 - val_mae: 0.2103 - learning_rate: 3.1250e-07 Epoch 437/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.0158 - mae: 0.0847 - val_loss: 0.0502 - val_mae: 0.2103 - learning_rate: 3.1250e-07 Epoch 438/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0172 - mae: 0.0892 - val_loss: 0.0502 - val_mae: 0.2103 - learning_rate: 3.1250e-07 Epoch 439/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0158 - mae: 0.0844 - val_loss: 0.0502 - val_mae: 0.2103 - learning_rate: 3.1250e-07 Epoch 440/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0127 - mae: 0.0792 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.5625e-07 Epoch 441/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0120 - mae: 0.0781 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.5625e-07 Epoch 442/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.0163 - mae: 0.0870 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.5625e-07 Epoch 443/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0110 - mae: 0.0760 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 7.8125e-08 Epoch 444/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0117 - mae: 0.0772 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 7.8125e-08 Epoch 445/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0184 - mae: 0.0898 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 7.8125e-08 Epoch 446/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0107 - mae: 0.0714 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 3.9062e-08 Epoch 447/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0109 - mae: 0.0747 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 3.9062e-08 Epoch 448/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0173 - mae: 0.0900 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 3.9062e-08 Epoch 449/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0124 - mae: 0.0760 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.9531e-08 Epoch 450/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 75ms/step - loss: 0.0135 - mae: 0.0802 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.9531e-08 Epoch 451/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 0.0114 - mae: 0.0760 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.9531e-08 Epoch 452/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 77ms/step - loss: 0.0118 - mae: 0.0754 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 9.7656e-09 Epoch 453/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 88ms/step - loss: 0.0141 - mae: 0.0831 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 9.7656e-09 Epoch 454/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0142 - mae: 0.0800 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 9.7656e-09 Epoch 455/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 72ms/step - loss: 0.0111 - mae: 0.0748 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 4.8828e-09 Epoch 456/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 85ms/step - loss: 0.0131 - mae: 0.0834 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 4.8828e-09 Epoch 457/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 94ms/step - loss: 0.0136 - mae: 0.0798 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 4.8828e-09 Epoch 458/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0138 - mae: 0.0811 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 2.4414e-09 Epoch 459/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 55ms/step - loss: 0.0134 - mae: 0.0771 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 2.4414e-09 Epoch 460/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 63ms/step - loss: 0.0106 - mae: 0.0716 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 2.4414e-09 Epoch 461/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 0.0139 - mae: 0.0823 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.2207e-09 Epoch 462/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0116 - mae: 0.0795 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.2207e-09 Epoch 463/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0134 - mae: 0.0776 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.2207e-09 Epoch 464/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.0143 - mae: 0.0809 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 6.1035e-10 Epoch 465/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 71ms/step - loss: 0.0139 - mae: 0.0795 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 6.1035e-10 Epoch 466/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 58ms/step - loss: 0.0118 - mae: 0.0724 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 6.1035e-10 Epoch 467/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0152 - mae: 0.0817 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 3.0518e-10 Epoch 468/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 0.0153 - mae: 0.0821 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 3.0518e-10 Epoch 469/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 47ms/step - loss: 0.0103 - mae: 0.0705 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 3.0518e-10 Epoch 470/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 69ms/step - loss: 0.0133 - mae: 0.0815 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.5259e-10 Epoch 471/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 61ms/step - loss: 0.0115 - mae: 0.0782 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.5259e-10 Epoch 472/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0095 - mae: 0.0698 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 1.5259e-10 Epoch 473/1000 10/10 ━━━━━━━━━━━━━━━━━━━━ 1s 57ms/step - loss: 0.0152 - mae: 0.0869 - val_loss: 0.0502 - val_mae: 0.2102 - learning_rate: 7.6294e-11 5/5 ━━━━━━━━━━━━━━━━━━━━ 3s 326ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step 5/5 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━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 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━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step 5/5 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step Regression Metrics: MSE: 86397258.9970 MAE: 6791.3632 RMSE: 9295.0126 R2 Score: -0.7156 [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001051 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000610 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000680 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000803 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000541 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000488 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000593 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001150 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000629 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001410 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000638 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000801 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000572 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000606 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000843 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000768 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000519 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000464 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000608 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000533 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000480 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001118 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001342 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000517 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000987 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000968 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000526 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000544 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000898 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000569 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000631 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000521 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000486 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001600 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000642 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000698 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000945 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000654 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000502 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000675 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001177 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000603 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000685 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001053 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001220 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000730 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000942 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000570 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000654 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000625 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000554 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000708 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000553 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000458 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000846 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000665 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000850 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000686 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2899 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 100 [LightGBM] [Info] Start training from score 0.520249 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000581 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 2947 [LightGBM] [Info] Number of data points in the train set: 213, number of used features: 97 [LightGBM] [Info] Start training from score 0.437609 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000386 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 2878 [LightGBM] [Info] Number of data points in the train set: 214, number of used features: 84 [LightGBM] [Info] Start training from score 0.225873 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000850 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 4350 [LightGBM] [Info] Number of data points in the train set: 320, number of used features: 101 [LightGBM] [Info] Start training from score 0.394314 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf Regression Metrics: MSE: 142862332.4424 MAE: 9654.4726 RMSE: 11952.5032 R2 Score: -1.8369 Regression Metrics: MSE: 66048799.7305 MAE: 6011.2938 RMSE: 8127.0413 R2 Score: -0.3116
In [39]:
model = {}
model['CMG'] = {
'model': model_re_cmg,
'X_scaler': x_scaler_re_cmg,
'y_scaler': y_scaler_re_cmg,
'metrics': metrics_re_cmg,
'feature importance': importance_re_cmg
}
model['FPT'] = {
'model': model_re_fpt,
'X_scaler': x_scaler_re_fpt,
'y_scaler': y_scaler_re_fpt,
'metrics': metrics_re_fpt,
'feature importance': importance_re_fpt
}
In [40]:
for k1, v1 in model.items():
print(k1)
for k2, v2 in v1.items():
print(k2)
if type(v2) == 'dict':
for k3, v3 in v2.items():
print(k3)
print(v3)
else:
print(v2)
CMG
model
LGBMRegressor(n_estimators=142, num_leaves=34, random_state=42)
X_scaler
MinMaxScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 2243672.152304833, 'mae': 1263.7487688436843, 'rmse': 1497.8892323215468, 'r2_score': 0.5393093362219095}
feature importance
feature importance
12 predict_value 166
1 Change % 133
13 Close_ma_3_days 97
31 Change %_ma_3_days 82
33 Change %_lags_1_days 76
30 Volume_lags_7_days 67
26 Volume_lags_3_days 66
22 Volume_ma_3_days 62
39 Change %_lags_7_days 59
24 Volume_lags_1_days 59
32 Change %_ma_7_days 58
23 Volume_ma_7_days 55
27 Volume_lags_4_days 47
28 Volume_lags_5_days 46
15 Close_lags_1_days 44
139 Prob_up 43
21 Close_lags_7_days 43
25 Volume_lags_2_days 41
138 predict_value_lags_7_days 39
35 Change %_lags_3_days 36
29 Volume_lags_6_days 35
19 Close_lags_5_days 34
0 Volume 32
17 Close_lags_3_days 31
14 Close_ma_7_days 31
38 Change %_lags_6_days 29
34 Change %_lags_2_days 29
37 Change %_lags_5_days 26
18 Close_lags_4_days 26
136 predict_value_lags_5_days 25
131 predict_value_ma_7_days 19
36 Change %_lags_4_days 18
132 predict_value_lags_1_days 17
133 predict_value_lags_2_days 15
16 Close_lags_2_days 14
20 Close_lags_6_days 13
113 it_total_executed_vol_ma_7_days 12
130 predict_value_ma_3_days 10
137 predict_value_lags_6_days 9
134 predict_value_lags_3_days 8
120 it_total_executed_vol_lags_7_days 8
116 it_total_executed_vol_lags_3_days 7
112 it_total_executed_vol_ma_3_days 6
135 predict_value_lags_4_days 5
10 it_total_executed_vol 4
119 it_total_executed_vol_lags_6_days 4
115 it_total_executed_vol_lags_2_days 4
118 it_total_executed_vol_lags_5_days 3
103 it_event_count_ma_3_days 2
114 it_total_executed_vol_lags_1_days 2
84 div_event_count_lags_7_days 1
109 it_event_count_lags_5_days 1
104 it_event_count_ma_7_days 1
117 it_total_executed_vol_lags_4_days 1
6 div_event_count 1
121 meeting_event_count_ma_3_days 0
101 div_total_bonus_ratio_lags_6_days 0
89 div_total_vnd_lags_3_days 0
2 news_count 0
90 div_total_vnd_lags_4_days 0
91 div_total_vnd_lags_5_days 0
92 div_total_vnd_lags_6_days 0
93 div_total_vnd_lags_7_days 0
94 div_total_bonus_ratio_ma_3_days 0
95 div_total_bonus_ratio_ma_7_days 0
96 div_total_bonus_ratio_lags_1_days 0
97 div_total_bonus_ratio_lags_2_days 0
98 div_total_bonus_ratio_lags_3_days 0
99 div_total_bonus_ratio_lags_4_days 0
100 div_total_bonus_ratio_lags_5_days 0
102 div_total_bonus_ratio_lags_7_days 0
87 div_total_vnd_lags_1_days 0
129 meeting_event_count_lags_7_days 0
128 meeting_event_count_lags_6_days 0
105 it_event_count_lags_1_days 0
106 it_event_count_lags_2_days 0
107 it_event_count_lags_3_days 0
108 it_event_count_lags_4_days 0
127 meeting_event_count_lags_5_days 0
110 it_event_count_lags_6_days 0
111 it_event_count_lags_7_days 0
126 meeting_event_count_lags_4_days 0
125 meeting_event_count_lags_3_days 0
124 meeting_event_count_lags_2_days 0
123 meeting_event_count_lags_1_days 0
122 meeting_event_count_ma_7_days 0
88 div_total_vnd_lags_2_days 0
81 div_event_count_lags_4_days 0
86 div_total_vnd_ma_7_days 0
85 div_total_vnd_ma_3_days 0
56 news_total_pos_kw_lags_6_days 0
55 news_total_pos_kw_lags_5_days 0
54 news_total_pos_kw_lags_4_days 0
53 news_total_pos_kw_lags_3_days 0
52 news_total_pos_kw_lags_2_days 0
51 news_total_pos_kw_lags_1_days 0
50 news_total_pos_kw_ma_7_days 0
49 news_total_pos_kw_ma_3_days 0
48 news_count_lags_7_days 0
47 news_count_lags_6_days 0
46 news_count_lags_5_days 0
45 news_count_lags_4_days 0
44 news_count_lags_3_days 0
43 news_count_lags_2_days 0
42 news_count_lags_1_days 0
41 news_count_ma_7_days 0
40 news_count_ma_3_days 0
4 news_total_neg_kw 0
5 news_llm_sentiment 0
7 div_total_vnd 0
8 div_total_bonus_ratio 0
9 it_event_count 0
11 meeting_event_count 0
57 news_total_pos_kw_lags_7_days 0
58 news_total_neg_kw_ma_3_days 0
59 news_total_neg_kw_ma_7_days 0
72 news_llm_sentiment_lags_4_days 0
83 div_event_count_lags_6_days 0
82 div_event_count_lags_5_days 0
80 div_event_count_lags_3_days 0
79 div_event_count_lags_2_days 0
78 div_event_count_lags_1_days 0
77 div_event_count_ma_7_days 0
76 div_event_count_ma_3_days 0
75 news_llm_sentiment_lags_7_days 0
74 news_llm_sentiment_lags_6_days 0
73 news_llm_sentiment_lags_5_days 0
71 news_llm_sentiment_lags_3_days 0
60 news_total_neg_kw_lags_1_days 0
3 news_total_pos_kw 0
69 news_llm_sentiment_lags_1_days 0
68 news_llm_sentiment_ma_7_days 0
67 news_llm_sentiment_ma_3_days 0
66 news_total_neg_kw_lags_7_days 0
65 news_total_neg_kw_lags_6_days 0
64 news_total_neg_kw_lags_5_days 0
63 news_total_neg_kw_lags_4_days 0
62 news_total_neg_kw_lags_3_days 0
61 news_total_neg_kw_lags_2_days 0
70 news_llm_sentiment_lags_2_days 0
FPT
model
XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
feature_weights=None, gamma=None, grow_policy=None,
importance_type=None, interaction_constraints=None,
learning_rate=None, max_bin=None, max_cat_threshold=None,
max_cat_to_onehot=None, max_delta_step=None, max_depth=6,
max_leaves=None, min_child_weight=None, missing=nan,
monotone_constraints=None, multi_strategy=None, n_estimators=87,
n_jobs=None, num_parallel_tree=None, ...)
X_scaler
MinMaxScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 66048799.730470516, 'mae': 6011.293817934783, 'rmse': 8127.041265458821, 'r2_score': -0.31155477509756224}
feature importance
feature importance
13 Close_ma_3_days 0.77
12 predict_value 0.12
15 Close_lags_1_days 0.05
14 Close_ma_7_days 0.03
18 Close_lags_4_days 0.02
19 Close_lags_5_days 0.00
16 Close_lags_2_days 0.00
20 Close_lags_6_days 0.00
3 news_total_pos_kw 0.00
31 Change %_ma_3_days 0.00
134 predict_value_lags_3_days 0.00
32 Change %_ma_7_days 0.00
41 news_count_ma_7_days 0.00
1 Change % 0.00
77 div_event_count_ma_7_days 0.00
17 Close_lags_3_days 0.00
72 news_llm_sentiment_lags_4_days 0.00
137 predict_value_lags_6_days 0.00
33 Change %_lags_1_days 0.00
24 Volume_lags_1_days 0.00
27 Volume_lags_4_days 0.00
28 Volume_lags_5_days 0.00
34 Change %_lags_2_days 0.00
52 news_total_pos_kw_lags_2_days 0.00
40 news_count_ma_3_days 0.00
135 predict_value_lags_4_days 0.00
71 news_llm_sentiment_lags_3_days 0.00
23 Volume_ma_7_days 0.00
21 Close_lags_7_days 0.00
0 Volume 0.00
35 Change %_lags_3_days 0.00
138 predict_value_lags_7_days 0.00
139 Prob_up 0.00
130 predict_value_ma_3_days 0.00
51 news_total_pos_kw_lags_1_days 0.00
29 Volume_lags_6_days 0.00
39 Change %_lags_7_days 0.00
22 Volume_ma_3_days 0.00
30 Volume_lags_7_days 0.00
26 Volume_lags_3_days 0.00
112 it_total_executed_vol_ma_3_days 0.00
25 Volume_lags_2_days 0.00
132 predict_value_lags_1_days 0.00
57 news_total_pos_kw_lags_7_days 0.00
10 it_total_executed_vol 0.00
75 news_llm_sentiment_lags_7_days 0.00
43 news_count_lags_2_days 0.00
131 predict_value_ma_7_days 0.00
36 Change %_lags_4_days 0.00
38 Change %_lags_6_days 0.00
133 predict_value_lags_2_days 0.00
50 news_total_pos_kw_ma_7_days 0.00
67 news_llm_sentiment_ma_3_days 0.00
68 news_llm_sentiment_ma_7_days 0.00
136 predict_value_lags_5_days 0.00
37 Change %_lags_5_days 0.00
49 news_total_pos_kw_ma_3_days 0.00
113 it_total_executed_vol_ma_7_days 0.00
45 news_count_lags_4_days 0.00
108 it_event_count_lags_4_days 0.00
111 it_event_count_lags_7_days 0.00
110 it_event_count_lags_6_days 0.00
109 it_event_count_lags_5_days 0.00
103 it_event_count_ma_3_days 0.00
107 it_event_count_lags_3_days 0.00
106 it_event_count_lags_2_days 0.00
105 it_event_count_lags_1_days 0.00
104 it_event_count_ma_7_days 0.00
99 div_total_bonus_ratio_lags_4_days 0.00
102 div_total_bonus_ratio_lags_7_days 0.00
98 div_total_bonus_ratio_lags_3_days 0.00
101 div_total_bonus_ratio_lags_6_days 0.00
100 div_total_bonus_ratio_lags_5_days 0.00
114 it_total_executed_vol_lags_1_days 0.00
122 meeting_event_count_ma_7_days 0.00
115 it_total_executed_vol_lags_2_days 0.00
116 it_total_executed_vol_lags_3_days 0.00
2 news_count 0.00
4 news_total_neg_kw 0.00
5 news_llm_sentiment 0.00
6 div_event_count 0.00
129 meeting_event_count_lags_7_days 0.00
128 meeting_event_count_lags_6_days 0.00
127 meeting_event_count_lags_5_days 0.00
126 meeting_event_count_lags_4_days 0.00
125 meeting_event_count_lags_3_days 0.00
124 meeting_event_count_lags_2_days 0.00
123 meeting_event_count_lags_1_days 0.00
96 div_total_bonus_ratio_lags_1_days 0.00
121 meeting_event_count_ma_3_days 0.00
120 it_total_executed_vol_lags_7_days 0.00
119 it_total_executed_vol_lags_6_days 0.00
118 it_total_executed_vol_lags_5_days 0.00
117 it_total_executed_vol_lags_4_days 0.00
97 div_total_bonus_ratio_lags_2_days 0.00
86 div_total_vnd_ma_7_days 0.00
95 div_total_bonus_ratio_ma_7_days 0.00
94 div_total_bonus_ratio_ma_3_days 0.00
66 news_total_neg_kw_lags_7_days 0.00
65 news_total_neg_kw_lags_6_days 0.00
64 news_total_neg_kw_lags_5_days 0.00
63 news_total_neg_kw_lags_4_days 0.00
62 news_total_neg_kw_lags_3_days 0.00
61 news_total_neg_kw_lags_2_days 0.00
60 news_total_neg_kw_lags_1_days 0.00
59 news_total_neg_kw_ma_7_days 0.00
58 news_total_neg_kw_ma_3_days 0.00
56 news_total_pos_kw_lags_6_days 0.00
55 news_total_pos_kw_lags_5_days 0.00
54 news_total_pos_kw_lags_4_days 0.00
53 news_total_pos_kw_lags_3_days 0.00
11 meeting_event_count 0.00
48 news_count_lags_7_days 0.00
47 news_count_lags_6_days 0.00
46 news_count_lags_5_days 0.00
44 news_count_lags_3_days 0.00
42 news_count_lags_1_days 0.00
69 news_llm_sentiment_lags_1_days 0.00
9 it_event_count 0.00
8 div_total_bonus_ratio 0.00
84 div_event_count_lags_7_days 0.00
93 div_total_vnd_lags_7_days 0.00
92 div_total_vnd_lags_6_days 0.00
91 div_total_vnd_lags_5_days 0.00
90 div_total_vnd_lags_4_days 0.00
89 div_total_vnd_lags_3_days 0.00
88 div_total_vnd_lags_2_days 0.00
87 div_total_vnd_lags_1_days 0.00
85 div_total_vnd_ma_3_days 0.00
83 div_event_count_lags_6_days 0.00
73 news_llm_sentiment_lags_5_days 0.00
82 div_event_count_lags_5_days 0.00
81 div_event_count_lags_4_days 0.00
80 div_event_count_lags_3_days 0.00
79 div_event_count_lags_2_days 0.00
78 div_event_count_lags_1_days 0.00
7 div_total_vnd 0.00
76 div_event_count_ma_3_days 0.00
74 news_llm_sentiment_lags_6_days 0.00
70 news_llm_sentiment_lags_2_days 0.00
In [41]:
folder = 'meta model result'
def check_lstm(model):
try:
for layer in model.layers:
if isinstance(layer, LSTM):
return True
except:
return False
os.makedirs(folder, exist_ok=True)
for k1, v1 in model.items():
os.makedirs(f"{folder}/{k1}", exist_ok=True)
for k2, v2 in v1.items():
os.makedirs(f"{folder}/{k1}/{k2}", exist_ok=True)
if k2 == 'model':
if check_lstm(v2):
v2.save(f"{folder}/{k1}/{k2}/model.keras")
else:
joblib.dump(v2, f"{folder}/{k1}/{k2}/model.pkl")
elif k2 == 'X_scaler':
joblib.dump(v2, f"{folder}/{k1}/{k2}/scaler.pkl")
elif k2 == 'y_scaler':
joblib.dump(v2, f"{folder}/{k1}/{k2}/scaler.pkl")
elif k2 == 'metrics':
with open(f"{folder}/{k1}/{k2}/metrics.json", 'w') as f:
json.dump(v2, f)
elif k2 == 'feature importance':
v2.to_csv(f"{folder}/{k1}/{k2}/feature_importance.csv", index=False)
In [42]:
def plot_actual_vs_predicted(actual, predicted, ticker):
plt.figure(figsize=(12, 6))
plt.plot(actual, label='Actual', marker='o')
plt.plot(predicted, label='Predicted', marker='x')
plt.title(f'Actual vs Predicted Stock Prices for {ticker}')
plt.xlabel('Time')
plt.ylabel('Value')
plt.legend()
plt.grid(True)
plt.tight_layout()
plt.show()
In [43]:
def compare(df, predict, ticker, ratio):
split_idx = int(ratio * df.shape[0])
actual_df = df.iloc[split_idx:][['Target']]
predicted_df = pd.DataFrame(predict, columns=['Predicted'], index=actual_df.index)
result = pd.concat([actual_df, predicted_df], axis=1)
plot_actual_vs_predicted(result['Target'], result['Predicted'], ticker)
return None
compare(regressor_cmg, prob_pred_re_cmg,'CMG',0.7)
compare(regressor_fpt, prob_pred_re_fpt,'FPT',0.7)
In [44]:
def predict_and_save(model, X_input_raw, x_scaler, y_scaler, ticker):
# 1. Scale X
X_scaled = x_scaler.transform(X_input_raw)
# 2. Dự đoán
if isinstance(model, Sequential):
X_scaled = X_scaled.reshape((X_scaled.shape[0], 1, X_scaled.shape[1]))
pred_scaled = model.predict(X_scaled)
else:
pred_scaled = model.predict(X_scaled).reshape(-1, 1)
# 3. Scale ngược dự đoán trở lại giá trị đúng
pred = y_scaler.inverse_transform(pred_scaled).flatten()
# 4. Tạo DataFrame
result_df = pd.DataFrame({f'Prediction value': pred}, index=X_input_raw.index)
os.makedirs(f"{folder}/Total prediction value", exist_ok=True)
save_path = f"{folder}/Total prediction value/prediction_{ticker}.csv"
result_df.to_csv(save_path)
return result_df
In [45]:
for k1, v1 in model.items():
print(k1)
for k2, v2 in v1.items():
print(k2)
if type(v2) == 'dict':
for k3, v3 in v2.items():
print(k3)
print(v3)
else:
print(v2)
CMG
model
LGBMRegressor(n_estimators=142, num_leaves=34, random_state=42)
X_scaler
MinMaxScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 2243672.152304833, 'mae': 1263.7487688436843, 'rmse': 1497.8892323215468, 'r2_score': 0.5393093362219095}
feature importance
feature importance
12 predict_value 166
1 Change % 133
13 Close_ma_3_days 97
31 Change %_ma_3_days 82
33 Change %_lags_1_days 76
30 Volume_lags_7_days 67
26 Volume_lags_3_days 66
22 Volume_ma_3_days 62
39 Change %_lags_7_days 59
24 Volume_lags_1_days 59
32 Change %_ma_7_days 58
23 Volume_ma_7_days 55
27 Volume_lags_4_days 47
28 Volume_lags_5_days 46
15 Close_lags_1_days 44
139 Prob_up 43
21 Close_lags_7_days 43
25 Volume_lags_2_days 41
138 predict_value_lags_7_days 39
35 Change %_lags_3_days 36
29 Volume_lags_6_days 35
19 Close_lags_5_days 34
0 Volume 32
17 Close_lags_3_days 31
14 Close_ma_7_days 31
38 Change %_lags_6_days 29
34 Change %_lags_2_days 29
37 Change %_lags_5_days 26
18 Close_lags_4_days 26
136 predict_value_lags_5_days 25
131 predict_value_ma_7_days 19
36 Change %_lags_4_days 18
132 predict_value_lags_1_days 17
133 predict_value_lags_2_days 15
16 Close_lags_2_days 14
20 Close_lags_6_days 13
113 it_total_executed_vol_ma_7_days 12
130 predict_value_ma_3_days 10
137 predict_value_lags_6_days 9
134 predict_value_lags_3_days 8
120 it_total_executed_vol_lags_7_days 8
116 it_total_executed_vol_lags_3_days 7
112 it_total_executed_vol_ma_3_days 6
135 predict_value_lags_4_days 5
10 it_total_executed_vol 4
119 it_total_executed_vol_lags_6_days 4
115 it_total_executed_vol_lags_2_days 4
118 it_total_executed_vol_lags_5_days 3
103 it_event_count_ma_3_days 2
114 it_total_executed_vol_lags_1_days 2
84 div_event_count_lags_7_days 1
109 it_event_count_lags_5_days 1
104 it_event_count_ma_7_days 1
117 it_total_executed_vol_lags_4_days 1
6 div_event_count 1
121 meeting_event_count_ma_3_days 0
101 div_total_bonus_ratio_lags_6_days 0
89 div_total_vnd_lags_3_days 0
2 news_count 0
90 div_total_vnd_lags_4_days 0
91 div_total_vnd_lags_5_days 0
92 div_total_vnd_lags_6_days 0
93 div_total_vnd_lags_7_days 0
94 div_total_bonus_ratio_ma_3_days 0
95 div_total_bonus_ratio_ma_7_days 0
96 div_total_bonus_ratio_lags_1_days 0
97 div_total_bonus_ratio_lags_2_days 0
98 div_total_bonus_ratio_lags_3_days 0
99 div_total_bonus_ratio_lags_4_days 0
100 div_total_bonus_ratio_lags_5_days 0
102 div_total_bonus_ratio_lags_7_days 0
87 div_total_vnd_lags_1_days 0
129 meeting_event_count_lags_7_days 0
128 meeting_event_count_lags_6_days 0
105 it_event_count_lags_1_days 0
106 it_event_count_lags_2_days 0
107 it_event_count_lags_3_days 0
108 it_event_count_lags_4_days 0
127 meeting_event_count_lags_5_days 0
110 it_event_count_lags_6_days 0
111 it_event_count_lags_7_days 0
126 meeting_event_count_lags_4_days 0
125 meeting_event_count_lags_3_days 0
124 meeting_event_count_lags_2_days 0
123 meeting_event_count_lags_1_days 0
122 meeting_event_count_ma_7_days 0
88 div_total_vnd_lags_2_days 0
81 div_event_count_lags_4_days 0
86 div_total_vnd_ma_7_days 0
85 div_total_vnd_ma_3_days 0
56 news_total_pos_kw_lags_6_days 0
55 news_total_pos_kw_lags_5_days 0
54 news_total_pos_kw_lags_4_days 0
53 news_total_pos_kw_lags_3_days 0
52 news_total_pos_kw_lags_2_days 0
51 news_total_pos_kw_lags_1_days 0
50 news_total_pos_kw_ma_7_days 0
49 news_total_pos_kw_ma_3_days 0
48 news_count_lags_7_days 0
47 news_count_lags_6_days 0
46 news_count_lags_5_days 0
45 news_count_lags_4_days 0
44 news_count_lags_3_days 0
43 news_count_lags_2_days 0
42 news_count_lags_1_days 0
41 news_count_ma_7_days 0
40 news_count_ma_3_days 0
4 news_total_neg_kw 0
5 news_llm_sentiment 0
7 div_total_vnd 0
8 div_total_bonus_ratio 0
9 it_event_count 0
11 meeting_event_count 0
57 news_total_pos_kw_lags_7_days 0
58 news_total_neg_kw_ma_3_days 0
59 news_total_neg_kw_ma_7_days 0
72 news_llm_sentiment_lags_4_days 0
83 div_event_count_lags_6_days 0
82 div_event_count_lags_5_days 0
80 div_event_count_lags_3_days 0
79 div_event_count_lags_2_days 0
78 div_event_count_lags_1_days 0
77 div_event_count_ma_7_days 0
76 div_event_count_ma_3_days 0
75 news_llm_sentiment_lags_7_days 0
74 news_llm_sentiment_lags_6_days 0
73 news_llm_sentiment_lags_5_days 0
71 news_llm_sentiment_lags_3_days 0
60 news_total_neg_kw_lags_1_days 0
3 news_total_pos_kw 0
69 news_llm_sentiment_lags_1_days 0
68 news_llm_sentiment_ma_7_days 0
67 news_llm_sentiment_ma_3_days 0
66 news_total_neg_kw_lags_7_days 0
65 news_total_neg_kw_lags_6_days 0
64 news_total_neg_kw_lags_5_days 0
63 news_total_neg_kw_lags_4_days 0
62 news_total_neg_kw_lags_3_days 0
61 news_total_neg_kw_lags_2_days 0
70 news_llm_sentiment_lags_2_days 0
FPT
model
XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
feature_weights=None, gamma=None, grow_policy=None,
importance_type=None, interaction_constraints=None,
learning_rate=None, max_bin=None, max_cat_threshold=None,
max_cat_to_onehot=None, max_delta_step=None, max_depth=6,
max_leaves=None, min_child_weight=None, missing=nan,
monotone_constraints=None, multi_strategy=None, n_estimators=87,
n_jobs=None, num_parallel_tree=None, ...)
X_scaler
MinMaxScaler()
y_scaler
MinMaxScaler()
metrics
{'mse': 66048799.730470516, 'mae': 6011.293817934783, 'rmse': 8127.041265458821, 'r2_score': -0.31155477509756224}
feature importance
feature importance
13 Close_ma_3_days 0.77
12 predict_value 0.12
15 Close_lags_1_days 0.05
14 Close_ma_7_days 0.03
18 Close_lags_4_days 0.02
19 Close_lags_5_days 0.00
16 Close_lags_2_days 0.00
20 Close_lags_6_days 0.00
3 news_total_pos_kw 0.00
31 Change %_ma_3_days 0.00
134 predict_value_lags_3_days 0.00
32 Change %_ma_7_days 0.00
41 news_count_ma_7_days 0.00
1 Change % 0.00
77 div_event_count_ma_7_days 0.00
17 Close_lags_3_days 0.00
72 news_llm_sentiment_lags_4_days 0.00
137 predict_value_lags_6_days 0.00
33 Change %_lags_1_days 0.00
24 Volume_lags_1_days 0.00
27 Volume_lags_4_days 0.00
28 Volume_lags_5_days 0.00
34 Change %_lags_2_days 0.00
52 news_total_pos_kw_lags_2_days 0.00
40 news_count_ma_3_days 0.00
135 predict_value_lags_4_days 0.00
71 news_llm_sentiment_lags_3_days 0.00
23 Volume_ma_7_days 0.00
21 Close_lags_7_days 0.00
0 Volume 0.00
35 Change %_lags_3_days 0.00
138 predict_value_lags_7_days 0.00
139 Prob_up 0.00
130 predict_value_ma_3_days 0.00
51 news_total_pos_kw_lags_1_days 0.00
29 Volume_lags_6_days 0.00
39 Change %_lags_7_days 0.00
22 Volume_ma_3_days 0.00
30 Volume_lags_7_days 0.00
26 Volume_lags_3_days 0.00
112 it_total_executed_vol_ma_3_days 0.00
25 Volume_lags_2_days 0.00
132 predict_value_lags_1_days 0.00
57 news_total_pos_kw_lags_7_days 0.00
10 it_total_executed_vol 0.00
75 news_llm_sentiment_lags_7_days 0.00
43 news_count_lags_2_days 0.00
131 predict_value_ma_7_days 0.00
36 Change %_lags_4_days 0.00
38 Change %_lags_6_days 0.00
133 predict_value_lags_2_days 0.00
50 news_total_pos_kw_ma_7_days 0.00
67 news_llm_sentiment_ma_3_days 0.00
68 news_llm_sentiment_ma_7_days 0.00
136 predict_value_lags_5_days 0.00
37 Change %_lags_5_days 0.00
49 news_total_pos_kw_ma_3_days 0.00
113 it_total_executed_vol_ma_7_days 0.00
45 news_count_lags_4_days 0.00
108 it_event_count_lags_4_days 0.00
111 it_event_count_lags_7_days 0.00
110 it_event_count_lags_6_days 0.00
109 it_event_count_lags_5_days 0.00
103 it_event_count_ma_3_days 0.00
107 it_event_count_lags_3_days 0.00
106 it_event_count_lags_2_days 0.00
105 it_event_count_lags_1_days 0.00
104 it_event_count_ma_7_days 0.00
99 div_total_bonus_ratio_lags_4_days 0.00
102 div_total_bonus_ratio_lags_7_days 0.00
98 div_total_bonus_ratio_lags_3_days 0.00
101 div_total_bonus_ratio_lags_6_days 0.00
100 div_total_bonus_ratio_lags_5_days 0.00
114 it_total_executed_vol_lags_1_days 0.00
122 meeting_event_count_ma_7_days 0.00
115 it_total_executed_vol_lags_2_days 0.00
116 it_total_executed_vol_lags_3_days 0.00
2 news_count 0.00
4 news_total_neg_kw 0.00
5 news_llm_sentiment 0.00
6 div_event_count 0.00
129 meeting_event_count_lags_7_days 0.00
128 meeting_event_count_lags_6_days 0.00
127 meeting_event_count_lags_5_days 0.00
126 meeting_event_count_lags_4_days 0.00
125 meeting_event_count_lags_3_days 0.00
124 meeting_event_count_lags_2_days 0.00
123 meeting_event_count_lags_1_days 0.00
96 div_total_bonus_ratio_lags_1_days 0.00
121 meeting_event_count_ma_3_days 0.00
120 it_total_executed_vol_lags_7_days 0.00
119 it_total_executed_vol_lags_6_days 0.00
118 it_total_executed_vol_lags_5_days 0.00
117 it_total_executed_vol_lags_4_days 0.00
97 div_total_bonus_ratio_lags_2_days 0.00
86 div_total_vnd_ma_7_days 0.00
95 div_total_bonus_ratio_ma_7_days 0.00
94 div_total_bonus_ratio_ma_3_days 0.00
66 news_total_neg_kw_lags_7_days 0.00
65 news_total_neg_kw_lags_6_days 0.00
64 news_total_neg_kw_lags_5_days 0.00
63 news_total_neg_kw_lags_4_days 0.00
62 news_total_neg_kw_lags_3_days 0.00
61 news_total_neg_kw_lags_2_days 0.00
60 news_total_neg_kw_lags_1_days 0.00
59 news_total_neg_kw_ma_7_days 0.00
58 news_total_neg_kw_ma_3_days 0.00
56 news_total_pos_kw_lags_6_days 0.00
55 news_total_pos_kw_lags_5_days 0.00
54 news_total_pos_kw_lags_4_days 0.00
53 news_total_pos_kw_lags_3_days 0.00
11 meeting_event_count 0.00
48 news_count_lags_7_days 0.00
47 news_count_lags_6_days 0.00
46 news_count_lags_5_days 0.00
44 news_count_lags_3_days 0.00
42 news_count_lags_1_days 0.00
69 news_llm_sentiment_lags_1_days 0.00
9 it_event_count 0.00
8 div_total_bonus_ratio 0.00
84 div_event_count_lags_7_days 0.00
93 div_total_vnd_lags_7_days 0.00
92 div_total_vnd_lags_6_days 0.00
91 div_total_vnd_lags_5_days 0.00
90 div_total_vnd_lags_4_days 0.00
89 div_total_vnd_lags_3_days 0.00
88 div_total_vnd_lags_2_days 0.00
87 div_total_vnd_lags_1_days 0.00
85 div_total_vnd_ma_3_days 0.00
83 div_event_count_lags_6_days 0.00
73 news_llm_sentiment_lags_5_days 0.00
82 div_event_count_lags_5_days 0.00
81 div_event_count_lags_4_days 0.00
80 div_event_count_lags_3_days 0.00
79 div_event_count_lags_2_days 0.00
78 div_event_count_lags_1_days 0.00
7 div_total_vnd 0.00
76 div_event_count_ma_3_days 0.00
74 news_llm_sentiment_lags_6_days 0.00
70 news_llm_sentiment_lags_2_days 0.00
In [46]:
prediction_cmg = predict_and_save(
model = model['CMG']['model'],
X_input_raw = regressor_cmg[model['CMG']['feature importance']['feature'].to_list()],
x_scaler = model['CMG']['X_scaler'],
y_scaler = model['CMG']['y_scaler'],
ticker = 'CMG'
)
prediction_fpt = predict_and_save(
model = model['FPT']['model'],
X_input_raw = regressor_fpt[model['FPT']['feature importance']['feature'].to_list()],
x_scaler = model['FPT']['X_scaler'],
y_scaler = model['FPT']['y_scaler'],
ticker = 'FPT'
)
In [47]:
regressor_cmg[model['CMG']['feature importance']['feature'].to_list()]
Out[47]:
| predict_value | Change % | Close_ma_3_days | Change %_ma_3_days | Change %_lags_1_days | Volume_lags_7_days | Volume_lags_3_days | Volume_ma_3_days | Change %_lags_7_days | Volume_lags_1_days | Change %_ma_7_days | Volume_ma_7_days | Volume_lags_4_days | Volume_lags_5_days | Close_lags_1_days | Prob_up | Close_lags_7_days | Volume_lags_2_days | predict_value_lags_7_days | Change %_lags_3_days | Volume_lags_6_days | Close_lags_5_days | Volume | Close_lags_3_days | Close_ma_7_days | Change %_lags_6_days | Change %_lags_2_days | Change %_lags_5_days | Close_lags_4_days | predict_value_lags_5_days | predict_value_ma_7_days | Change %_lags_4_days | predict_value_lags_1_days | predict_value_lags_2_days | Close_lags_2_days | Close_lags_6_days | it_total_executed_vol_ma_7_days | predict_value_ma_3_days | predict_value_lags_6_days | predict_value_lags_3_days | it_total_executed_vol_lags_7_days | it_total_executed_vol_lags_3_days | it_total_executed_vol_ma_3_days | predict_value_lags_4_days | it_total_executed_vol | it_total_executed_vol_lags_6_days | it_total_executed_vol_lags_2_days | it_total_executed_vol_lags_5_days | it_event_count_ma_3_days | it_total_executed_vol_lags_1_days | div_event_count_lags_7_days | it_event_count_lags_5_days | it_event_count_ma_7_days | it_total_executed_vol_lags_4_days | div_event_count | meeting_event_count_ma_3_days | div_total_bonus_ratio_lags_6_days | div_total_vnd_lags_3_days | news_count | div_total_vnd_lags_4_days | div_total_vnd_lags_5_days | div_total_vnd_lags_6_days | div_total_vnd_lags_7_days | div_total_bonus_ratio_ma_3_days | div_total_bonus_ratio_ma_7_days | div_total_bonus_ratio_lags_1_days | div_total_bonus_ratio_lags_2_days | div_total_bonus_ratio_lags_3_days | div_total_bonus_ratio_lags_4_days | div_total_bonus_ratio_lags_5_days | div_total_bonus_ratio_lags_7_days | div_total_vnd_lags_1_days | meeting_event_count_lags_7_days | meeting_event_count_lags_6_days | it_event_count_lags_1_days | it_event_count_lags_2_days | it_event_count_lags_3_days | it_event_count_lags_4_days | meeting_event_count_lags_5_days | it_event_count_lags_6_days | it_event_count_lags_7_days | meeting_event_count_lags_4_days | meeting_event_count_lags_3_days | meeting_event_count_lags_2_days | meeting_event_count_lags_1_days | meeting_event_count_ma_7_days | div_total_vnd_lags_2_days | div_event_count_lags_4_days | div_total_vnd_ma_7_days | div_total_vnd_ma_3_days | news_total_pos_kw_lags_6_days | news_total_pos_kw_lags_5_days | news_total_pos_kw_lags_4_days | news_total_pos_kw_lags_3_days | news_total_pos_kw_lags_2_days | news_total_pos_kw_lags_1_days | news_total_pos_kw_ma_7_days | news_total_pos_kw_ma_3_days | news_count_lags_7_days | news_count_lags_6_days | news_count_lags_5_days | news_count_lags_4_days | news_count_lags_3_days | news_count_lags_2_days | news_count_lags_1_days | news_count_ma_7_days | news_count_ma_3_days | news_total_neg_kw | news_llm_sentiment | div_total_vnd | div_total_bonus_ratio | it_event_count | meeting_event_count | news_total_pos_kw_lags_7_days | news_total_neg_kw_ma_3_days | news_total_neg_kw_ma_7_days | news_llm_sentiment_lags_4_days | div_event_count_lags_6_days | div_event_count_lags_5_days | div_event_count_lags_3_days | div_event_count_lags_2_days | div_event_count_lags_1_days | div_event_count_ma_7_days | div_event_count_ma_3_days | news_llm_sentiment_lags_7_days | news_llm_sentiment_lags_6_days | news_llm_sentiment_lags_5_days | news_llm_sentiment_lags_3_days | news_total_neg_kw_lags_1_days | news_total_pos_kw | news_llm_sentiment_lags_1_days | news_llm_sentiment_ma_7_days | news_llm_sentiment_ma_3_days | news_total_neg_kw_lags_7_days | news_total_neg_kw_lags_6_days | news_total_neg_kw_lags_5_days | news_total_neg_kw_lags_4_days | news_total_neg_kw_lags_3_days | news_total_neg_kw_lags_2_days | news_llm_sentiment_lags_2_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2023-03-23 | 31,687.28 | 0.01 | 28,788.67 | 0.00 | -0.02 | 86,850.00 | 40,200.00 | 29,886.67 | -0.03 | 11,630.00 | 0.00 | 46,207.14 | 34,040.00 | 35,860.00 | 28,540.00 | 0.35 | 27,972.00 | 25,780.00 | 31,664.80 | -0.02 | 123,690.00 | 29,108.00 | 52,250.00 | 28,611.00 | 28,940.71 | 0.05 | 0.02 | -0.01 | 29,179.00 | 32,059.77 | 31,907.78 | 0.00 | 31,664.80 | 32,063.51 | 29,073.00 | 29,321.00 | -41,485.71 | 31,805.20 | 32,037.28 | 31,691.02 | 78,000.00 | -26,200.00 | -26,200.00 | 32,150.81 | -26,200.00 | -133,200.00 | -26,200.00 | -26,200.00 | 1.00 | -26,200.00 | 3.00 | 1.00 | 1.00 | -26,200.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-03-24 | 31,803.47 | 0.00 | 28,694.00 | -0.00 | 0.01 | 123,690.00 | 25,780.00 | 38,103.33 | 0.05 | 52,250.00 | -0.00 | 35,741.43 | 40,200.00 | 34,040.00 | 28,753.00 | 0.65 | 29,321.00 | 11,630.00 | 32,037.28 | 0.02 | 35,860.00 | 29,179.00 | 50,430.00 | 29,073.00 | 28,864.71 | -0.01 | -0.02 | 0.00 | 28,611.00 | 32,150.81 | 31,874.38 | -0.02 | 31,687.28 | 31,664.80 | 28,540.00 | 29,108.00 | -22,457.14 | 31,718.52 | 32,059.77 | 32,063.51 | -133,200.00 | -26,200.00 | -17,466.67 | 31,691.02 | 0.00 | -26,200.00 | -26,200.00 | -26,200.00 | 1.00 | -26,200.00 | 3.00 | 1.00 | 1.00 | -26,200.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-03-27 | 31,664.80 | -0.00 | 28,753.33 | 0.00 | 0.00 | 35,860.00 | 11,630.00 | 55,986.67 | -0.01 | 50,430.00 | -0.00 | 39,944.29 | 25,780.00 | 40,200.00 | 28,789.00 | 0.13 | 29,108.00 | 52,250.00 | 32,059.77 | -0.02 | 34,040.00 | 28,611.00 | 65,280.00 | 28,540.00 | 28,809.00 | 0.00 | 0.01 | -0.02 | 29,073.00 | 31,691.02 | 31,817.96 | 0.02 | 31,803.47 | 31,687.28 | 28,753.00 | 29,179.00 | -18,714.29 | 31,718.52 | 32,150.81 | 31,664.80 | -26,200.00 | -26,200.00 | -8,733.33 | 32,063.51 | 0.00 | -26,200.00 | -26,200.00 | -26,200.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | -26,200.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-03-28 | 31,664.80 | -0.00 | 28,729.67 | -0.00 | -0.00 | 34,040.00 | 52,250.00 | 62,616.67 | 0.00 | 65,280.00 | -0.00 | 45,387.14 | 11,630.00 | 25,780.00 | 28,718.00 | 0.14 | 29,179.00 | 50,430.00 | 32,150.81 | 0.01 | 40,200.00 | 29,073.00 | 72,140.00 | 28,753.00 | 28,738.00 | -0.02 | 0.00 | 0.02 | 28,540.00 | 32,063.51 | 31,748.52 | -0.02 | 31,664.80 | 31,803.47 | 28,789.00 | 28,611.00 | -14,971.43 | 31,711.02 | 31,691.02 | 31,687.28 | -26,200.00 | -26,200.00 | 0.00 | 31,664.80 | 0.00 | -26,200.00 | 0.00 | -26,200.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | -26,200.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-03-29 | 31,664.80 | -0.01 | 28,599.33 | -0.00 | -0.00 | 40,200.00 | 50,430.00 | 69,853.33 | -0.02 | 72,140.00 | -0.00 | 49,950.00 | 52,250.00 | 11,630.00 | 28,682.00 | 0.12 | 28,611.00 | 65,280.00 | 31,691.02 | 0.00 | 25,780.00 | 28,540.00 | 72,140.00 | 28,789.00 | 28,707.57 | 0.02 | -0.00 | -0.02 | 28,753.00 | 31,664.80 | 31,744.78 | 0.01 | 31,664.80 | 31,664.80 | 28,718.00 | 29,073.00 | -11,228.57 | 31,664.80 | 32,063.51 | 31,803.47 | -26,200.00 | 0.00 | 0.00 | 31,687.28 | 0.00 | -26,200.00 | 0.00 | -26,200.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | -26,200.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-03-30 | 31,664.80 | -0.00 | 28,481.00 | -0.00 | -0.01 | 25,780.00 | 65,280.00 | 55,796.67 | 0.02 | 72,140.00 | -0.00 | 49,568.57 | 50,430.00 | 52,250.00 | 28,398.00 | 0.12 | 29,073.00 | 72,140.00 | 32,063.51 | -0.00 | 11,630.00 | 28,753.00 | 23,110.00 | 28,718.00 | 28,606.14 | -0.02 | -0.00 | 0.01 | 28,789.00 | 31,687.28 | 31,687.82 | 0.00 | 31,664.80 | 31,664.80 | 28,682.00 | 28,540.00 | -7,485.71 | 31,664.80 | 31,664.80 | 31,664.80 | -26,200.00 | 0.00 | 0.00 | 31,803.47 | 0.00 | -26,200.00 | 0.00 | -26,200.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-03-31 | 31,664.80 | -0.00 | 28,362.67 | -0.00 | -0.00 | 11,630.00 | 72,140.00 | 51,876.67 | -0.02 | 23,110.00 | -0.00 | 56,532.86 | 65,280.00 | 50,430.00 | 28,363.00 | 0.16 | 28,540.00 | 72,140.00 | 31,664.80 | -0.00 | 52,250.00 | 28,789.00 | 60,380.00 | 28,682.00 | 28,575.71 | 0.01 | -0.01 | 0.00 | 28,718.00 | 31,803.47 | 31,687.82 | -0.00 | 31,664.80 | 31,664.80 | 28,398.00 | 28,753.00 | -3,742.86 | 31,664.80 | 31,687.28 | 31,664.80 | -26,200.00 | 0.00 | 0.00 | 31,664.80 | 0.00 | -26,200.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-03 | 32,254.47 | 0.02 | 28,504.67 | 0.01 | -0.00 | 52,250.00 | 72,140.00 | 58,180.00 | 0.01 | 60,380.00 | 0.00 | 62,075.71 | 72,140.00 | 65,280.00 | 28,327.00 | 0.68 | 28,753.00 | 23,110.00 | 31,687.28 | -0.01 | 50,430.00 | 28,718.00 | 91,050.00 | 28,398.00 | 28,585.86 | 0.00 | -0.00 | -0.00 | 28,682.00 | 31,664.80 | 31,768.85 | -0.00 | 31,664.80 | 31,664.80 | 28,363.00 | 28,789.00 | 0.00 | 31,861.36 | 31,803.47 | 31,664.80 | -26,200.00 | 0.00 | 0.00 | 31,664.80 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-04 | 32,254.47 | -0.00 | 28,646.67 | 0.01 | 0.02 | 50,430.00 | 23,110.00 | 67,006.67 | 0.00 | 91,050.00 | 0.00 | 61,955.71 | 72,140.00 | 72,140.00 | 28,824.00 | 0.21 | 28,789.00 | 60,380.00 | 31,803.47 | -0.00 | 65,280.00 | 28,682.00 | 49,590.00 | 28,363.00 | 28,585.86 | -0.00 | -0.00 | -0.00 | 28,398.00 | 31,664.80 | 31,833.28 | -0.01 | 32,254.47 | 31,664.80 | 28,327.00 | 28,718.00 | 0.00 | 32,057.91 | 31,664.80 | 31,664.80 | 0.00 | 0.00 | 0.00 | 31,664.80 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-05 | 32,664.96 | 0.03 | 29,120.00 | 0.02 | -0.00 | 65,280.00 | 60,380.00 | 119,210.00 | -0.00 | 49,590.00 | 0.01 | 83,628.57 | 23,110.00 | 72,140.00 | 28,789.00 | 0.76 | 28,718.00 | 91,050.00 | 31,664.80 | -0.00 | 72,140.00 | 28,398.00 | 216,990.00 | 28,327.00 | 28,732.86 | -0.00 | 0.02 | -0.01 | 28,363.00 | 31,664.80 | 31,976.16 | -0.00 | 32,254.47 | 32,254.47 | 28,824.00 | 28,682.00 | 0.00 | 32,391.30 | 31,664.80 | 31,664.80 | 0.00 | 0.00 | 0.00 | 31,664.80 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-06 | 32,500.31 | -0.01 | 29,321.33 | 0.01 | 0.03 | 72,140.00 | 91,050.00 | 97,500.00 | -0.00 | 216,990.00 | 0.00 | 77,025.71 | 60,380.00 | 23,110.00 | 29,747.00 | 0.20 | 28,682.00 | 49,590.00 | 31,664.80 | 0.02 | 72,140.00 | 28,363.00 | 25,920.00 | 28,824.00 | 28,839.43 | -0.01 | -0.00 | -0.00 | 28,327.00 | 31,664.80 | 32,095.52 | -0.00 | 32,664.96 | 32,254.47 | 28,789.00 | 28,398.00 | 0.00 | 32,473.25 | 31,664.80 | 32,254.47 | 0.00 | 0.00 | 0.00 | 31,664.80 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-07 | 32,674.22 | 0.00 | 29,569.67 | 0.01 | -0.01 | 72,140.00 | 49,590.00 | 94,650.00 | -0.01 | 25,920.00 | 0.01 | 72,582.86 | 91,050.00 | 60,380.00 | 29,428.00 | 0.72 | 28,398.00 | 216,990.00 | 31,664.80 | -0.00 | 23,110.00 | 28,327.00 | 41,040.00 | 28,789.00 | 29,001.71 | -0.00 | 0.03 | -0.00 | 28,824.00 | 31,664.80 | 32,239.72 | 0.02 | 32,500.31 | 32,664.96 | 29,747.00 | 28,363.00 | 0.00 | 32,613.17 | 31,664.80 | 32,254.47 | 0.00 | 0.00 | 0.00 | 32,254.47 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-10 | 32,640.58 | 0.00 | 29,498.67 | -0.00 | 0.00 | 23,110.00 | 216,990.00 | 32,546.67 | -0.00 | 41,040.00 | 0.01 | 73,664.29 | 49,590.00 | 91,050.00 | 29,534.00 | 0.19 | 28,363.00 | 25,920.00 | 31,664.80 | 0.03 | 60,380.00 | 28,824.00 | 30,680.00 | 29,747.00 | 29,169.00 | -0.00 | -0.01 | 0.02 | 28,789.00 | 32,254.47 | 32,379.12 | -0.00 | 32,674.22 | 32,500.31 | 29,428.00 | 28,327.00 | 0.00 | 32,605.04 | 31,664.80 | 32,664.96 | 0.00 | 0.00 | 0.00 | 32,254.47 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-11 | 32,674.22 | 0.00 | 29,569.67 | 0.00 | 0.00 | 60,380.00 | 25,920.00 | 28,110.00 | -0.00 | 30,680.00 | 0.01 | 66,840.00 | 216,990.00 | 49,590.00 | 29,534.00 | 0.75 | 28,327.00 | 41,040.00 | 31,664.80 | -0.01 | 91,050.00 | 28,789.00 | 12,610.00 | 29,428.00 | 29,356.71 | 0.02 | 0.00 | -0.00 | 29,747.00 | 32,254.47 | 32,523.32 | 0.03 | 32,640.58 | 32,674.22 | 29,534.00 | 28,824.00 | 0.00 | 32,663.01 | 32,254.47 | 32,500.31 | 0.00 | 0.00 | 0.00 | 32,664.96 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-12 | 32,640.58 | -0.01 | 29,546.00 | -0.00 | 0.00 | 91,050.00 | 41,040.00 | 88,393.33 | 0.02 | 12,610.00 | 0.00 | 85,531.43 | 25,920.00 | 216,990.00 | 29,641.00 | 0.18 | 28,824.00 | 30,680.00 | 32,254.47 | 0.00 | 49,590.00 | 29,747.00 | 221,890.00 | 29,534.00 | 29,448.00 | -0.00 | 0.00 | 0.03 | 29,428.00 | 32,664.96 | 32,578.48 | -0.01 | 32,674.22 | 32,640.58 | 29,534.00 | 28,789.00 | 0.00 | 32,651.80 | 32,254.47 | 32,674.22 | 0.00 | 0.00 | 0.00 | 32,500.31 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-13 | 32,812.20 | 0.01 | 29,605.33 | 0.00 | -0.01 | 49,590.00 | 30,680.00 | 91,426.67 | -0.00 | 221,890.00 | 0.00 | 84,130.00 | 41,040.00 | 25,920.00 | 29,463.00 | 0.70 | 28,789.00 | 12,610.00 | 32,254.47 | 0.00 | 216,990.00 | 29,428.00 | 39,780.00 | 29,534.00 | 29,579.86 | 0.03 | 0.00 | -0.01 | 29,534.00 | 32,500.31 | 32,658.15 | 0.00 | 32,640.58 | 32,674.22 | 29,641.00 | 29,747.00 | 0.00 | 32,709.00 | 32,664.96 | 32,640.58 | 0.00 | 0.00 | 0.00 | 32,674.22 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-14 | 32,812.20 | 0.00 | 29,629.00 | 0.00 | 0.01 | 216,990.00 | 12,610.00 | 92,920.00 | 0.03 | 39,780.00 | -0.00 | 55,572.86 | 30,680.00 | 41,040.00 | 29,712.00 | 0.16 | 29,747.00 | 221,890.00 | 32,664.96 | 0.00 | 25,920.00 | 29,534.00 | 17,090.00 | 29,641.00 | 29,574.86 | -0.01 | -0.01 | 0.00 | 29,534.00 | 32,674.22 | 32,679.19 | 0.00 | 32,812.20 | 32,640.58 | 29,463.00 | 29,428.00 | 0.00 | 32,754.99 | 32,500.31 | 32,674.22 | 0.00 | 0.00 | 0.00 | 32,640.58 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-17 | 32,898.55 | 0.00 | 29,712.00 | 0.00 | 0.00 | 25,920.00 | 221,890.00 | 32,403.33 | -0.01 | 17,090.00 | 0.00 | 57,632.86 | 12,610.00 | 30,680.00 | 29,712.00 | 0.16 | 29,428.00 | 39,780.00 | 32,500.31 | -0.01 | 41,040.00 | 29,534.00 | 40,340.00 | 29,463.00 | 29,615.43 | 0.00 | 0.01 | 0.00 | 29,641.00 | 32,640.58 | 32,736.08 | 0.00 | 32,812.20 | 32,812.20 | 29,712.00 | 29,534.00 | 0.00 | 32,840.98 | 32,674.22 | 32,640.58 | 0.00 | 0.00 | 0.00 | 32,674.22 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-18 | 32,888.70 | -0.00 | 29,700.00 | -0.00 | 0.00 | 41,040.00 | 39,780.00 | 23,580.00 | 0.00 | 40,340.00 | 0.00 | 53,671.43 | 221,890.00 | 12,610.00 | 29,712.00 | 0.12 | 29,534.00 | 17,090.00 | 32,674.22 | 0.01 | 30,680.00 | 29,641.00 | 13,310.00 | 29,712.00 | 29,635.71 | 0.00 | 0.00 | 0.00 | 29,463.00 | 32,674.22 | 32,766.72 | -0.01 | 32,898.55 | 32,812.20 | 29,712.00 | 29,534.00 | 0.00 | 32,866.48 | 32,640.58 | 32,812.20 | 0.00 | 0.00 | 0.00 | 32,640.58 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-19 | 32,802.35 | 0.00 | 29,688.00 | -0.00 | -0.00 | 30,680.00 | 17,090.00 | 39,503.33 | 0.00 | 13,310.00 | 0.00 | 58,554.29 | 39,780.00 | 221,890.00 | 29,676.00 | 0.14 | 29,534.00 | 40,340.00 | 32,640.58 | 0.00 | 12,610.00 | 29,463.00 | 64,860.00 | 29,712.00 | 29,656.00 | 0.00 | 0.00 | -0.01 | 29,712.00 | 32,640.58 | 32,789.83 | 0.01 | 32,888.70 | 32,898.55 | 29,712.00 | 29,641.00 | 0.00 | 32,863.20 | 32,674.22 | 32,812.20 | 0.00 | 0.00 | 0.00 | 32,812.20 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-20 | 32,802.35 | -0.00 | 29,640.67 | -0.00 | 0.00 | 12,610.00 | 40,340.00 | 43,100.00 | 0.00 | 64,860.00 | -0.00 | 64,057.14 | 17,090.00 | 39,780.00 | 29,676.00 | 0.15 | 29,641.00 | 13,310.00 | 32,674.22 | 0.00 | 221,890.00 | 29,712.00 | 51,130.00 | 29,712.00 | 29,645.86 | -0.01 | -0.00 | 0.01 | 29,712.00 | 32,812.20 | 32,808.13 | 0.00 | 32,802.35 | 32,888.70 | 29,676.00 | 29,463.00 | 0.00 | 32,831.14 | 32,640.58 | 32,898.55 | 0.00 | 0.00 | 0.00 | 32,812.20 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-21 | 32,802.35 | 0.00 | 29,605.33 | -0.00 | -0.00 | 221,890.00 | 13,310.00 | 45,620.00 | -0.01 | 51,130.00 | 0.00 | 35,340.00 | 40,340.00 | 17,090.00 | 29,570.00 | 0.10 | 29,463.00 | 64,860.00 | 32,640.58 | -0.00 | 39,780.00 | 29,712.00 | 20,870.00 | 29,676.00 | 29,661.14 | 0.01 | 0.00 | 0.00 | 29,712.00 | 32,812.20 | 32,831.24 | 0.00 | 32,802.35 | 32,802.35 | 29,676.00 | 29,712.00 | 0.00 | 32,802.35 | 32,812.20 | 32,888.70 | 0.00 | 0.00 | 0.00 | 32,898.55 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-24 | 32,640.58 | -0.00 | 29,534.33 | -0.00 | 0.00 | 39,780.00 | 64,860.00 | 33,293.33 | 0.01 | 20,870.00 | -0.00 | 33,640.00 | 13,310.00 | 40,340.00 | 29,570.00 | 0.15 | 29,712.00 | 51,130.00 | 32,812.20 | 0.00 | 17,090.00 | 29,712.00 | 27,880.00 | 29,676.00 | 29,625.57 | 0.00 | -0.00 | 0.00 | 29,676.00 | 32,898.55 | 32,806.73 | -0.00 | 32,802.35 | 32,802.35 | 29,570.00 | 29,712.00 | 0.00 | 32,748.43 | 32,812.20 | 32,802.35 | 0.00 | 0.00 | 0.00 | 32,888.70 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-25 | 32,623.68 | -0.00 | 29,451.33 | -0.00 | -0.00 | 17,090.00 | 51,130.00 | 38,290.00 | 0.00 | 27,880.00 | -0.00 | 40,644.29 | 64,860.00 | 13,310.00 | 29,463.00 | 0.16 | 29,712.00 | 20,870.00 | 32,812.20 | -0.00 | 40,340.00 | 29,676.00 | 66,120.00 | 29,570.00 | 29,569.71 | 0.00 | 0.00 | -0.00 | 29,676.00 | 32,888.70 | 32,779.80 | 0.00 | 32,640.58 | 32,802.35 | 29,570.00 | 29,712.00 | 0.00 | 32,688.87 | 32,898.55 | 32,802.35 | 0.00 | 0.00 | 0.00 | 32,802.35 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-26 | 32,623.68 | 0.00 | 29,392.00 | -0.00 | -0.00 | 40,340.00 | 20,870.00 | 39,926.67 | 0.00 | 66,120.00 | -0.00 | 38,564.29 | 51,130.00 | 64,860.00 | 29,321.00 | 0.59 | 29,712.00 | 27,880.00 | 32,898.55 | 0.00 | 13,310.00 | 29,676.00 | 25,780.00 | 29,570.00 | 29,524.00 | -0.00 | -0.00 | 0.00 | 29,570.00 | 32,802.35 | 32,740.53 | -0.00 | 32,623.68 | 32,640.58 | 29,463.00 | 29,676.00 | 0.00 | 32,629.31 | 32,888.70 | 32,802.35 | 0.00 | 0.00 | 0.00 | 32,802.35 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-27 | 32,623.68 | 0.00 | 29,392.00 | 0.00 | 0.00 | 13,310.00 | 27,880.00 | 66,960.00 | -0.00 | 25,780.00 | -0.00 | 52,231.43 | 20,870.00 | 51,130.00 | 29,392.00 | 0.61 | 29,676.00 | 66,120.00 | 32,888.70 | -0.00 | 64,860.00 | 29,570.00 | 108,980.00 | 29,463.00 | 29,493.57 | 0.00 | -0.00 | -0.00 | 29,570.00 | 32,802.35 | 32,702.67 | 0.00 | 32,623.68 | 32,623.68 | 29,321.00 | 29,676.00 | -8,628.57 | 32,623.68 | 32,802.35 | 32,640.58 | 0.00 | 0.00 | -20,133.33 | 32,802.35 | -60,400.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-04-28 | 32,640.58 | 0.00 | 29,463.00 | 0.00 | 0.00 | 64,860.00 | 66,120.00 | 52,063.33 | 0.00 | 108,980.00 | -0.00 | 46,027.14 | 27,880.00 | 20,870.00 | 29,463.00 | 0.62 | 29,676.00 | 25,780.00 | 32,802.35 | -0.00 | 51,130.00 | 29,570.00 | 21,430.00 | 29,321.00 | 29,473.29 | -0.00 | 0.00 | 0.00 | 29,463.00 | 32,802.35 | 32,679.56 | -0.00 | 32,623.68 | 32,623.68 | 29,392.00 | 29,570.00 | -17,257.14 | 32,629.31 | 32,802.35 | 32,623.68 | 0.00 | 0.00 | -40,266.67 | 32,640.58 | -60,400.00 | 0.00 | 0.00 | 0.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-04 | 32,640.58 | -0.00 | 29,498.67 | 0.00 | 0.00 | 51,130.00 | 25,780.00 | 48,373.33 | -0.00 | 21,430.00 | -0.00 | 40,824.29 | 66,120.00 | 27,880.00 | 29,534.00 | 0.12 | 29,570.00 | 108,980.00 | 32,802.35 | 0.00 | 20,870.00 | 29,463.00 | 14,710.00 | 29,392.00 | 29,463.14 | 0.00 | 0.00 | -0.00 | 29,321.00 | 32,640.58 | 32,656.45 | -0.00 | 32,640.58 | 32,623.68 | 29,463.00 | 29,570.00 | -25,885.71 | 32,634.95 | 32,802.35 | 32,623.68 | 0.00 | 0.00 | -60,400.00 | 32,623.68 | -60,400.00 | 0.00 | -60,400.00 | 0.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-05 | 32,640.58 | -0.00 | 29,498.67 | 0.00 | -0.00 | 20,870.00 | 108,980.00 | 14,943.33 | 0.00 | 14,710.00 | -0.00 | 39,084.29 | 25,780.00 | 66,120.00 | 29,499.00 | 0.10 | 29,570.00 | 21,430.00 | 32,802.35 | 0.00 | 27,880.00 | 29,321.00 | 8,690.00 | 29,463.00 | 29,447.86 | -0.00 | 0.00 | -0.00 | 29,392.00 | 32,623.68 | 32,633.34 | 0.00 | 32,640.58 | 32,640.58 | 29,534.00 | 29,463.00 | -34,514.29 | 32,640.58 | 32,640.58 | 32,623.68 | 0.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | 0.00 | -60,400.00 | 0.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | 0.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-08 | 32,640.58 | 0.00 | 29,475.00 | -0.00 | -0.00 | 27,880.00 | 21,430.00 | 20,826.67 | -0.00 | 8,690.00 | 0.00 | 40,684.29 | 108,980.00 | 25,780.00 | 29,463.00 | 0.11 | 29,463.00 | 14,710.00 | 32,640.58 | 0.00 | 66,120.00 | 29,392.00 | 39,080.00 | 29,534.00 | 29,447.86 | -0.00 | -0.00 | 0.00 | 29,463.00 | 32,623.68 | 32,633.34 | 0.00 | 32,640.58 | 32,640.58 | 29,499.00 | 29,321.00 | -43,142.86 | 32,640.58 | 32,623.68 | 32,640.58 | 0.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | 0.00 | -60,400.00 | 0.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-09 | 32,623.68 | -0.00 | 29,451.33 | -0.00 | 0.00 | 66,120.00 | 14,710.00 | 28,296.67 | -0.00 | 39,080.00 | 0.00 | 36,541.43 | 21,430.00 | 108,980.00 | 29,463.00 | 0.09 | 29,321.00 | 8,690.00 | 32,623.68 | -0.00 | 25,780.00 | 29,463.00 | 37,120.00 | 29,499.00 | 29,463.14 | 0.00 | -0.00 | 0.00 | 29,534.00 | 32,623.68 | 32,633.34 | 0.00 | 32,640.58 | 32,640.58 | 29,463.00 | 29,392.00 | -51,771.43 | 32,634.95 | 32,623.68 | 32,640.58 | 0.00 | -60,400.00 | -60,400.00 | 32,640.58 | -60,400.00 | 0.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-10 | 32,623.68 | 0.00 | 29,439.67 | -0.00 | -0.00 | 25,780.00 | 8,690.00 | 35,720.00 | 0.00 | 37,120.00 | 0.00 | 37,281.43 | 14,710.00 | 21,430.00 | 29,428.00 | 0.08 | 29,392.00 | 39,080.00 | 32,623.68 | -0.00 | 108,980.00 | 29,534.00 | 30,960.00 | 29,463.00 | 29,468.29 | 0.00 | 0.00 | 0.00 | 29,499.00 | 32,640.58 | 32,633.34 | -0.00 | 32,623.68 | 32,640.58 | 29,463.00 | 29,463.00 | -60,400.00 | 32,629.31 | 32,623.68 | 32,640.58 | 0.00 | -60,400.00 | -60,400.00 | 32,640.58 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-11 | 32,623.68 | 0.00 | 29,428.00 | -0.00 | 0.00 | 108,980.00 | 39,080.00 | 40,063.33 | 0.00 | 30,960.00 | -0.00 | 29,157.14 | 8,690.00 | 14,710.00 | 29,428.00 | 0.10 | 29,463.00 | 37,120.00 | 32,623.68 | 0.00 | 21,430.00 | 29,499.00 | 52,110.00 | 29,463.00 | 29,463.29 | 0.00 | -0.00 | -0.00 | 29,463.00 | 32,640.58 | 32,633.34 | -0.00 | 32,623.68 | 32,623.68 | 29,428.00 | 29,534.00 | -60,400.00 | 32,623.68 | 32,640.58 | 32,640.58 | -60,400.00 | -60,400.00 | -60,400.00 | 32,640.58 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-12 | 32,623.68 | -0.00 | 29,416.00 | -0.00 | 0.00 | 21,430.00 | 37,120.00 | 46,553.33 | 0.00 | 52,110.00 | -0.00 | 34,180.00 | 39,080.00 | 8,690.00 | 29,428.00 | 0.10 | 29,534.00 | 30,960.00 | 32,640.58 | -0.00 | 14,710.00 | 29,463.00 | 56,590.00 | 29,428.00 | 29,443.00 | -0.00 | 0.00 | -0.00 | 29,463.00 | 32,640.58 | 32,630.92 | 0.00 | 32,623.68 | 32,623.68 | 29,428.00 | 29,499.00 | -60,400.00 | 32,623.68 | 32,640.58 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | 32,640.58 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-15 | 32,623.68 | 0.00 | 29,404.00 | -0.00 | -0.00 | 14,710.00 | 30,960.00 | 44,966.67 | -0.00 | 56,590.00 | -0.00 | 35,821.43 | 37,120.00 | 39,080.00 | 29,392.00 | 0.08 | 29,499.00 | 52,110.00 | 32,640.58 | 0.00 | 8,690.00 | 29,463.00 | 26,200.00 | 29,428.00 | 29,427.71 | -0.00 | 0.00 | 0.00 | 29,428.00 | 32,640.58 | 32,628.51 | -0.00 | 32,623.68 | 32,623.68 | 29,428.00 | 29,463.00 | -60,400.00 | 32,623.68 | 32,640.58 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-16 | 32,623.68 | -0.00 | 29,356.67 | -0.00 | 0.00 | 8,690.00 | 52,110.00 | 48,936.67 | -0.00 | 26,200.00 | -0.00 | 43,725.71 | 30,960.00 | 37,120.00 | 29,392.00 | 0.11 | 29,463.00 | 56,590.00 | 32,640.58 | 0.00 | 39,080.00 | 29,428.00 | 64,020.00 | 29,428.00 | 29,402.43 | 0.00 | -0.00 | -0.00 | 29,428.00 | 32,623.68 | 32,626.09 | 0.00 | 32,623.68 | 32,623.68 | 29,392.00 | 29,463.00 | -60,400.00 | 32,623.68 | 32,640.58 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-17 | 32,484.72 | -0.01 | 29,262.00 | -0.00 | -0.00 | 39,080.00 | 56,590.00 | 43,846.67 | 0.00 | 64,020.00 | -0.00 | 44,045.71 | 52,110.00 | 30,960.00 | 29,286.00 | 0.11 | 29,463.00 | 26,200.00 | 32,640.58 | -0.00 | 37,120.00 | 29,428.00 | 41,320.00 | 29,392.00 | 29,351.71 | -0.00 | 0.00 | 0.00 | 29,428.00 | 32,623.68 | 32,603.83 | 0.00 | 32,623.68 | 32,623.68 | 29,392.00 | 29,428.00 | -60,400.00 | 32,577.36 | 32,623.68 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-18 | 32,484.72 | 0.00 | 29,167.33 | -0.00 | -0.01 | 37,120.00 | 26,200.00 | 43,190.00 | -0.00 | 41,320.00 | -0.00 | 42,204.29 | 56,590.00 | 52,110.00 | 29,108.00 | 0.09 | 29,428.00 | 64,020.00 | 32,623.68 | 0.00 | 30,960.00 | 29,428.00 | 24,230.00 | 29,392.00 | 29,306.00 | 0.00 | -0.00 | 0.00 | 29,392.00 | 32,623.68 | 32,583.98 | -0.00 | 32,484.72 | 32,623.68 | 29,286.00 | 29,428.00 | -60,400.00 | 32,531.04 | 32,623.68 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-19 | 32,484.72 | -0.00 | 29,084.33 | -0.00 | 0.00 | 30,960.00 | 64,020.00 | 41,930.00 | 0.00 | 24,230.00 | -0.00 | 46,387.14 | 26,200.00 | 56,590.00 | 29,108.00 | 0.12 | 29,428.00 | 41,320.00 | 32,623.68 | -0.00 | 52,110.00 | 29,392.00 | 60,240.00 | 29,286.00 | 29,250.14 | 0.00 | -0.01 | -0.00 | 29,392.00 | 32,623.68 | 32,564.13 | 0.00 | 32,484.72 | 32,484.72 | 29,108.00 | 29,428.00 | -60,400.00 | 32,484.72 | 32,623.68 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-22 | 32,397.41 | -0.00 | 29,037.00 | -0.00 | -0.00 | 52,110.00 | 41,320.00 | 38,103.33 | 0.00 | 60,240.00 | -0.00 | 43,205.71 | 64,020.00 | 26,200.00 | 29,037.00 | 0.10 | 29,428.00 | 24,230.00 | 32,623.68 | -0.01 | 56,590.00 | 29,392.00 | 29,840.00 | 29,108.00 | 29,184.14 | -0.00 | 0.00 | 0.00 | 29,286.00 | 32,623.68 | 32,531.80 | -0.00 | 32,484.72 | 32,484.72 | 29,108.00 | 29,392.00 | -60,400.00 | 32,455.62 | 32,623.68 | 32,484.72 | -60,400.00 | -60,400.00 | -60,400.00 | 32,623.68 | -60,400.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-23 | 32,374.79 | -0.01 | 28,918.67 | -0.00 | -0.00 | 56,590.00 | 24,230.00 | 43,146.67 | -0.00 | 29,840.00 | -0.00 | 40,744.29 | 41,320.00 | 64,020.00 | 28,966.00 | 0.10 | 29,392.00 | 60,240.00 | 32,623.68 | 0.00 | 26,200.00 | 29,286.00 | 39,360.00 | 29,108.00 | 29,092.86 | 0.00 | -0.00 | -0.00 | 29,108.00 | 32,623.68 | 32,496.25 | -0.01 | 32,397.41 | 32,484.72 | 29,037.00 | 29,392.00 | -80,342.86 | 32,418.97 | 32,623.68 | 32,484.72 | -60,400.00 | -60,400.00 | -106,933.33 | 32,484.72 | -200,000.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-24 | 32,393.68 | 0.01 | 28,883.33 | -0.00 | -0.01 | 26,200.00 | 60,240.00 | 105,856.67 | 0.00 | 39,360.00 | -0.00 | 72,482.86 | 24,230.00 | 41,320.00 | 28,753.00 | 0.62 | 29,392.00 | 29,840.00 | 32,623.68 | -0.00 | 64,020.00 | 29,108.00 | 248,370.00 | 29,037.00 | 29,027.00 | -0.00 | -0.00 | -0.01 | 29,108.00 | 32,484.72 | 32,463.39 | 0.00 | 32,374.79 | 32,397.41 | 28,966.00 | 29,286.00 | -100,285.71 | 32,388.63 | 32,623.68 | 32,484.72 | -60,400.00 | -60,400.00 | -153,466.67 | 32,484.72 | -200,000.00 | -60,400.00 | -60,400.00 | -60,400.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-25 | 32,393.68 | -0.00 | 28,859.67 | -0.00 | 0.01 | 64,020.00 | 29,840.00 | 104,080.00 | -0.00 | 248,370.00 | -0.00 | 66,838.57 | 60,240.00 | 24,230.00 | 28,931.00 | 0.10 | 29,286.00 | 39,360.00 | 32,623.68 | -0.00 | 41,320.00 | 29,108.00 | 24,510.00 | 28,966.00 | 28,971.14 | -0.01 | -0.01 | 0.00 | 29,037.00 | 32,484.72 | 32,430.53 | -0.00 | 32,393.68 | 32,374.79 | 28,753.00 | 29,108.00 | -120,228.57 | 32,387.38 | 32,484.72 | 32,397.41 | -60,400.00 | -60,400.00 | -200,000.00 | 32,484.72 | -200,000.00 | -60,400.00 | -200,000.00 | -60,400.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-26 | 32,374.79 | -0.00 | 28,859.67 | 0.00 | -0.00 | 41,320.00 | 39,360.00 | 122,103.33 | -0.01 | 24,510.00 | -0.00 | 74,282.86 | 29,840.00 | 60,240.00 | 28,895.00 | 0.17 | 29,108.00 | 248,370.00 | 32,484.72 | -0.01 | 24,230.00 | 29,037.00 | 93,430.00 | 28,753.00 | 28,920.43 | 0.00 | 0.01 | -0.00 | 28,966.00 | 32,484.72 | 32,414.83 | -0.00 | 32,393.68 | 32,393.68 | 28,931.00 | 29,108.00 | -140,171.43 | 32,387.38 | 32,484.72 | 32,374.79 | -60,400.00 | -200,000.00 | -200,000.00 | 32,397.41 | -200,000.00 | -60,400.00 | -200,000.00 | -60,400.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -60,400.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-29 | 32,413.01 | 0.02 | 28,954.33 | 0.00 | -0.00 | 24,230.00 | 248,370.00 | 87,830.00 | 0.00 | 93,430.00 | 0.00 | 91,614.29 | 39,360.00 | 29,840.00 | 28,753.00 | 0.69 | 29,108.00 | 24,510.00 | 32,484.72 | 0.01 | 60,240.00 | 28,966.00 | 145,550.00 | 28,931.00 | 28,935.71 | -0.00 | -0.00 | -0.00 | 28,753.00 | 32,397.41 | 32,404.58 | -0.01 | 32,374.79 | 32,393.68 | 28,895.00 | 29,037.00 | -160,114.29 | 32,393.82 | 32,484.72 | 32,393.68 | -60,400.00 | -200,000.00 | -200,000.00 | 32,374.79 | -200,000.00 | -60,400.00 | -200,000.00 | -60,400.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-30 | 32,397.41 | -0.00 | 29,025.33 | 0.00 | 0.02 | 60,240.00 | 24,510.00 | 111,226.67 | -0.00 | 145,550.00 | 0.00 | 96,537.14 | 248,370.00 | 39,360.00 | 29,215.00 | 0.18 | 29,037.00 | 93,430.00 | 32,484.72 | -0.00 | 29,840.00 | 28,753.00 | 94,700.00 | 28,895.00 | 28,945.86 | -0.00 | -0.00 | -0.01 | 28,931.00 | 32,374.79 | 32,392.11 | 0.01 | 32,413.01 | 32,374.79 | 28,753.00 | 28,966.00 | -180,057.14 | 32,395.07 | 32,397.41 | 32,393.68 | -60,400.00 | -200,000.00 | -200,000.00 | 32,393.68 | -200,000.00 | -60,400.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-05-31 | 32,484.72 | -0.00 | 29,108.33 | 0.00 | -0.00 | 29,840.00 | 93,430.00 | 92,130.00 | -0.00 | 94,700.00 | 0.00 | 97,437.14 | 24,510.00 | 248,370.00 | 29,108.00 | 0.17 | 28,966.00 | 145,550.00 | 32,397.41 | -0.00 | 39,360.00 | 28,931.00 | 36,140.00 | 28,753.00 | 28,951.00 | -0.01 | 0.02 | 0.01 | 28,895.00 | 32,393.68 | 32,404.58 | -0.00 | 32,397.41 | 32,413.01 | 29,215.00 | 28,753.00 | -200,000.00 | 32,431.71 | 32,374.79 | 32,374.79 | -60,400.00 | -200,000.00 | -200,000.00 | 32,393.68 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-01 | 32,407.62 | 0.00 | 29,072.67 | -0.00 | -0.00 | 39,360.00 | 145,550.00 | 63,926.67 | -0.01 | 36,140.00 | 0.00 | 100,520.00 | 93,430.00 | 24,510.00 | 29,002.00 | 0.71 | 28,753.00 | 94,700.00 | 32,374.79 | 0.02 | 248,370.00 | 28,895.00 | 60,940.00 | 29,215.00 | 29,001.71 | 0.01 | -0.00 | -0.00 | 28,753.00 | 32,393.68 | 32,409.27 | -0.00 | 32,484.72 | 32,397.41 | 29,108.00 | 28,931.00 | -200,000.00 | 32,429.92 | 32,393.68 | 32,413.01 | -200,000.00 | -200,000.00 | -200,000.00 | 32,374.79 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-02 | 32,500.31 | 0.00 | 29,120.00 | 0.00 | 0.00 | 248,370.00 | 94,700.00 | 60,843.33 | 0.01 | 60,940.00 | 0.00 | 77,245.71 | 145,550.00 | 93,430.00 | 29,108.00 | 0.68 | 28,931.00 | 36,140.00 | 32,393.68 | -0.00 | 24,510.00 | 28,753.00 | 85,450.00 | 29,108.00 | 29,047.29 | -0.00 | -0.00 | -0.00 | 29,215.00 | 32,374.79 | 32,424.50 | 0.02 | 32,407.62 | 32,484.72 | 29,002.00 | 28,895.00 | -200,000.00 | 32,464.22 | 32,393.68 | 32,397.41 | -200,000.00 | -200,000.00 | -200,000.00 | 32,413.01 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-05 | 33,609.28 | 0.07 | 29,877.33 | 0.03 | 0.00 | 24,510.00 | 36,140.00 | 145,500.00 | -0.00 | 85,450.00 | 0.01 | 115,188.57 | 94,700.00 | 145,550.00 | 29,250.00 | 0.82 | 28,895.00 | 60,940.00 | 32,393.68 | -0.00 | 93,430.00 | 29,215.00 | 290,110.00 | 29,002.00 | 29,387.14 | -0.00 | 0.00 | 0.02 | 29,108.00 | 32,413.01 | 32,598.16 | -0.00 | 32,500.31 | 32,407.62 | 29,108.00 | 28,753.00 | -200,000.00 | 32,839.07 | 32,374.79 | 32,484.72 | -200,000.00 | -200,000.00 | -200,000.00 | 32,397.41 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-06 | 34,972.52 | 0.04 | 30,989.67 | 0.04 | 0.07 | 93,430.00 | 60,940.00 | 148,626.67 | -0.00 | 290,110.00 | 0.02 | 111,887.14 | 36,140.00 | 94,700.00 | 31,274.00 | 0.81 | 28,753.00 | 85,450.00 | 32,374.79 | 0.00 | 145,550.00 | 29,108.00 | 70,320.00 | 29,108.00 | 29,914.57 | 0.02 | 0.00 | -0.00 | 29,002.00 | 32,397.41 | 32,969.27 | -0.00 | 33,609.28 | 32,500.31 | 29,250.00 | 29,215.00 | -200,000.00 | 33,694.04 | 32,413.01 | 32,407.62 | -200,000.00 | -200,000.00 | -200,000.00 | 32,484.72 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-07 | 35,346.74 | -0.00 | 32,007.33 | 0.03 | 0.04 | 145,550.00 | 85,450.00 | 131,536.67 | 0.02 | 70,320.00 | 0.01 | 95,977.14 | 60,940.00 | 36,140.00 | 32,445.00 | 0.22 | 29,215.00 | 290,110.00 | 32,413.01 | 0.00 | 94,700.00 | 29,002.00 | 34,180.00 | 29,250.00 | 30,355.71 | -0.00 | 0.07 | -0.00 | 29,108.00 | 32,484.72 | 33,388.37 | 0.00 | 34,972.52 | 33,609.28 | 31,274.00 | 29,108.00 | -200,000.00 | 34,642.85 | 32,397.41 | 32,500.31 | -200,000.00 | -200,000.00 | -200,000.00 | 32,407.62 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-08 | 35,304.12 | -0.02 | 32,113.67 | 0.00 | -0.00 | 94,700.00 | 290,110.00 | 46,506.67 | -0.00 | 34,180.00 | 0.01 | 87,451.43 | 85,450.00 | 60,940.00 | 32,303.00 | 0.17 | 29,108.00 | 70,320.00 | 32,397.41 | 0.07 | 36,140.00 | 29,108.00 | 35,020.00 | 31,274.00 | 30,710.71 | -0.00 | 0.04 | 0.00 | 29,250.00 | 32,407.62 | 33,803.62 | 0.00 | 35,346.74 | 34,972.52 | 32,445.00 | 29,002.00 | -200,000.00 | 35,207.79 | 32,484.72 | 33,609.28 | -200,000.00 | -200,000.00 | -200,000.00 | 32,500.31 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-09 | 35,346.74 | 0.02 | 32,066.33 | -0.00 | -0.02 | 36,140.00 | 70,320.00 | 64,716.67 | -0.00 | 35,020.00 | 0.02 | 100,138.57 | 290,110.00 | 85,450.00 | 31,593.00 | 0.72 | 29,002.00 | 34,180.00 | 32,484.72 | 0.04 | 60,940.00 | 29,250.00 | 124,950.00 | 32,445.00 | 31,182.29 | 0.00 | -0.00 | 0.00 | 31,274.00 | 32,500.31 | 34,212.48 | 0.07 | 35,304.12 | 35,346.74 | 32,303.00 | 29,108.00 | -200,000.00 | 35,332.53 | 32,407.62 | 34,972.52 | -200,000.00 | -200,000.00 | -200,000.00 | 33,609.28 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-12 | 35,346.74 | 0.00 | 32,066.33 | 0.00 | 0.02 | 60,940.00 | 34,180.00 | 65,556.67 | 0.00 | 124,950.00 | 0.02 | 96,675.71 | 70,320.00 | 290,110.00 | 32,303.00 | 0.21 | 29,108.00 | 35,020.00 | 32,407.62 | -0.00 | 85,450.00 | 31,274.00 | 36,700.00 | 32,303.00 | 31,638.71 | 0.00 | -0.02 | 0.07 | 32,445.00 | 33,609.28 | 34,632.35 | 0.04 | 35,346.74 | 35,304.12 | 31,593.00 | 29,250.00 | -200,000.00 | 35,332.53 | 32,500.31 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | 34,972.52 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-13 | 35,346.74 | -0.01 | 32,161.00 | 0.00 | 0.00 | 85,450.00 | 35,020.00 | 71,253.33 | 0.00 | 36,700.00 | 0.01 | 91,912.86 | 34,180.00 | 70,320.00 | 32,303.00 | 0.22 | 29,250.00 | 124,950.00 | 32,500.31 | -0.02 | 290,110.00 | 32,445.00 | 52,110.00 | 31,593.00 | 32,014.00 | 0.07 | 0.02 | 0.04 | 32,303.00 | 34,972.52 | 35,038.98 | -0.00 | 35,346.74 | 35,346.74 | 32,303.00 | 31,274.00 | -200,000.00 | 35,346.74 | 33,609.28 | 35,304.12 | -200,000.00 | -200,000.00 | -200,000.00 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-14 | 35,175.69 | -0.00 | 31,995.33 | -0.01 | -0.01 | 290,110.00 | 124,950.00 | 37,913.33 | 0.07 | 52,110.00 | 0.00 | 54,030.00 | 35,020.00 | 34,180.00 | 31,877.00 | 0.19 | 31,274.00 | 36,700.00 | 33,609.28 | 0.02 | 70,320.00 | 32,303.00 | 24,930.00 | 32,303.00 | 32,090.00 | 0.04 | 0.00 | -0.00 | 31,593.00 | 35,346.74 | 35,262.76 | -0.02 | 35,346.74 | 35,346.74 | 32,303.00 | 32,445.00 | -200,000.00 | 35,289.72 | 34,972.52 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | 35,304.12 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-15 | 35,175.69 | 0.00 | 31,877.00 | -0.00 | -0.00 | 70,320.00 | 36,700.00 | 48,000.00 | 0.04 | 24,930.00 | -0.00 | 53,550.00 | 124,950.00 | 35,020.00 | 31,806.00 | 0.64 | 32,445.00 | 52,110.00 | 34,972.52 | 0.00 | 34,180.00 | 31,593.00 | 66,960.00 | 32,303.00 | 32,019.00 | -0.00 | -0.01 | -0.02 | 32,303.00 | 35,304.12 | 35,291.78 | 0.02 | 35,175.69 | 35,346.74 | 31,877.00 | 32,303.00 | -200,000.00 | 35,232.71 | 35,346.74 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-16 | 35,346.74 | 0.01 | 32,019.00 | 0.00 | 0.00 | 34,180.00 | 52,110.00 | 54,816.67 | -0.00 | 66,960.00 | 0.00 | 59,032.86 | 36,700.00 | 124,950.00 | 31,948.00 | 0.71 | 32,303.00 | 24,930.00 | 35,346.74 | -0.01 | 35,020.00 | 32,303.00 | 72,560.00 | 31,877.00 | 32,019.00 | -0.02 | -0.00 | 0.02 | 32,303.00 | 35,346.74 | 35,291.78 | 0.00 | 35,175.69 | 35,175.69 | 31,806.00 | 31,593.00 | -200,000.00 | 35,232.71 | 35,304.12 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-19 | 35,346.74 | -0.00 | 32,149.33 | 0.00 | 0.01 | 35,020.00 | 24,930.00 | 57,900.00 | -0.02 | 72,560.00 | 0.00 | 58,912.86 | 52,110.00 | 36,700.00 | 32,303.00 | 0.20 | 31,593.00 | 66,960.00 | 35,304.12 | -0.00 | 124,950.00 | 32,303.00 | 34,180.00 | 31,806.00 | 32,105.29 | 0.02 | 0.00 | 0.00 | 31,877.00 | 35,346.74 | 35,297.87 | -0.01 | 35,346.74 | 35,175.69 | 31,948.00 | 32,303.00 | -200,000.00 | 35,289.72 | 35,346.74 | 35,175.69 | -200,000.00 | -200,000.00 | -200,000.00 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-20 | 35,481.69 | 0.01 | 32,386.00 | 0.01 | -0.00 | 124,950.00 | 66,960.00 | 51,130.00 | 0.02 | 34,180.00 | 0.00 | 47,727.14 | 24,930.00 | 52,110.00 | 32,197.00 | 0.70 | 32,303.00 | 72,560.00 | 35,346.74 | 0.00 | 36,700.00 | 31,877.00 | 46,650.00 | 31,948.00 | 32,156.00 | 0.00 | 0.01 | -0.01 | 31,806.00 | 35,346.74 | 35,317.15 | -0.00 | 35,346.74 | 35,346.74 | 32,303.00 | 32,303.00 | -200,000.00 | 35,391.72 | 35,346.74 | 35,175.69 | -200,000.00 | -200,000.00 | -200,000.00 | 35,175.69 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-21 | 35,481.69 | -0.00 | 32,457.00 | 0.00 | 0.01 | 36,700.00 | 72,560.00 | 80,733.33 | 0.00 | 46,650.00 | 0.00 | 65,537.14 | 66,960.00 | 24,930.00 | 32,658.00 | 0.22 | 32,303.00 | 34,180.00 | 35,346.74 | 0.01 | 52,110.00 | 31,806.00 | 161,370.00 | 32,303.00 | 32,186.43 | -0.01 | -0.00 | -0.00 | 31,948.00 | 35,175.69 | 35,336.43 | 0.00 | 35,481.69 | 35,346.74 | 32,197.00 | 31,877.00 | -200,000.00 | 35,436.71 | 35,346.74 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | 35,175.69 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-22 | 35,922.60 | -0.01 | 32,492.33 | 0.00 | -0.00 | 52,110.00 | 34,180.00 | 80,686.67 | -0.01 | 161,370.00 | 0.00 | 62,955.71 | 72,560.00 | 66,960.00 | 32,516.00 | 0.17 | 31,877.00 | 46,650.00 | 35,346.74 | -0.00 | 24,930.00 | 31,948.00 | 34,040.00 | 32,197.00 | 32,247.29 | -0.00 | 0.01 | 0.00 | 32,303.00 | 35,175.69 | 35,418.69 | 0.01 | 35,481.69 | 35,481.69 | 32,658.00 | 31,806.00 | -200,000.00 | 35,628.66 | 35,175.69 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-23 | 35,346.74 | -0.00 | 32,326.67 | -0.01 | -0.01 | 24,930.00 | 46,650.00 | 68,126.67 | -0.00 | 34,040.00 | 0.00 | 60,675.71 | 34,180.00 | 72,560.00 | 32,303.00 | 0.16 | 31,806.00 | 161,370.00 | 35,175.69 | 0.01 | 66,960.00 | 32,303.00 | 8,970.00 | 32,658.00 | 32,298.00 | 0.00 | -0.00 | 0.01 | 32,197.00 | 35,346.74 | 35,443.13 | -0.00 | 35,922.60 | 35,481.69 | 32,516.00 | 31,948.00 | -200,000.00 | 35,583.68 | 35,175.69 | 35,481.69 | -200,000.00 | -200,000.00 | -200,000.00 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-26 | 36,593.30 | 0.07 | 32,930.00 | 0.02 | -0.00 | 66,960.00 | 161,370.00 | 36,190.00 | 0.00 | 8,970.00 | 0.01 | 60,475.71 | 46,650.00 | 34,180.00 | 32,161.00 | 0.73 | 31,948.00 | 34,040.00 | 35,175.69 | -0.00 | 72,560.00 | 32,197.00 | 65,560.00 | 32,516.00 | 32,637.71 | 0.01 | -0.01 | -0.00 | 32,658.00 | 35,346.74 | 35,645.64 | 0.01 | 35,346.74 | 35,922.60 | 32,303.00 | 32,303.00 | -200,000.00 | 35,954.21 | 35,346.74 | 35,481.69 | -200,000.00 | -200,000.00 | -200,000.00 | 35,481.69 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-27 | 37,070.99 | -0.02 | 33,415.00 | 0.02 | 0.07 | 72,560.00 | 34,040.00 | 38,290.00 | 0.01 | 65,560.00 | 0.01 | 55,872.86 | 161,370.00 | 46,650.00 | 34,326.00 | 0.24 | 32,303.00 | 8,970.00 | 35,346.74 | -0.01 | 34,180.00 | 32,658.00 | 40,340.00 | 32,303.00 | 32,845.57 | -0.00 | -0.00 | 0.01 | 32,516.00 | 35,481.69 | 35,891.96 | -0.00 | 36,593.30 | 35,346.74 | 32,161.00 | 32,197.00 | -200,000.00 | 36,337.01 | 35,346.74 | 35,922.60 | -200,000.00 | -200,000.00 | -200,000.00 | 35,481.69 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-28 | 37,070.99 | -0.01 | 33,817.33 | 0.01 | -0.02 | 34,180.00 | 8,970.00 | 55,846.67 | -0.00 | 40,340.00 | 0.01 | 59,795.71 | 34,040.00 | 161,370.00 | 33,758.00 | 0.26 | 32,197.00 | 65,560.00 | 35,346.74 | -0.00 | 46,650.00 | 32,516.00 | 61,640.00 | 32,161.00 | 33,012.86 | 0.01 | 0.07 | -0.00 | 32,303.00 | 35,481.69 | 36,138.29 | -0.01 | 37,070.99 | 36,593.30 | 34,326.00 | 32,658.00 | -200,000.00 | 36,911.76 | 35,481.69 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | 35,922.60 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-29 | 36,784.19 | -0.01 | 33,367.67 | -0.01 | -0.01 | 46,650.00 | 65,560.00 | 42,396.67 | 0.01 | 61,640.00 | 0.00 | 56,732.86 | 8,970.00 | 34,040.00 | 33,368.00 | 0.15 | 32,658.00 | 40,340.00 | 35,481.69 | 0.07 | 161,370.00 | 32,303.00 | 25,210.00 | 34,326.00 | 33,058.43 | -0.00 | -0.02 | -0.01 | 32,161.00 | 35,922.60 | 36,324.36 | -0.00 | 37,070.99 | 37,070.99 | 33,758.00 | 32,516.00 | -200,000.00 | 36,975.39 | 35,481.69 | 36,593.30 | -200,000.00 | -200,000.00 | -200,000.00 | 35,346.74 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-06-30 | 36,593.30 | -0.01 | 33,048.33 | -0.01 | -0.01 | 161,370.00 | 40,340.00 | 42,676.67 | -0.00 | 25,210.00 | 0.00 | 39,562.86 | 65,560.00 | 8,970.00 | 32,977.00 | 0.17 | 32,516.00 | 61,640.00 | 35,481.69 | -0.02 | 34,040.00 | 32,161.00 | 41,180.00 | 33,758.00 | 33,099.00 | -0.01 | -0.01 | -0.00 | 34,326.00 | 35,346.74 | 36,483.16 | 0.07 | 36,784.19 | 37,070.99 | 33,368.00 | 32,303.00 | -200,000.00 | 36,816.16 | 35,922.60 | 37,070.99 | -200,000.00 | -200,000.00 | -200,000.00 | 36,593.30 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-03 | 35,580.40 | 0.00 | 32,906.33 | -0.00 | -0.01 | 34,040.00 | 61,640.00 | 37,540.00 | -0.01 | 41,180.00 | 0.00 | 41,304.29 | 40,340.00 | 65,560.00 | 32,800.00 | 0.67 | 32,303.00 | 25,210.00 | 35,922.60 | -0.01 | 8,970.00 | 34,326.00 | 46,230.00 | 33,368.00 | 33,190.29 | -0.00 | -0.01 | 0.07 | 33,758.00 | 36,593.30 | 36,434.27 | -0.02 | 36,593.30 | 36,784.19 | 32,977.00 | 32,161.00 | -200,000.00 | 36,319.30 | 35,346.74 | 37,070.99 | -200,000.00 | -200,000.00 | -200,000.00 | 37,070.99 | -200,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 1.00 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-04 | 36,105.67 | 0.01 | 32,965.67 | 0.00 | 0.00 | 8,970.00 | 25,210.00 | 44,826.67 | -0.00 | 46,230.00 | 0.00 | 46,747.14 | 61,640.00 | 40,340.00 | 32,942.00 | 0.75 | 32,161.00 | 41,180.00 | 35,346.74 | -0.01 | 65,560.00 | 33,758.00 | 47,070.00 | 32,977.00 | 33,332.29 | 0.07 | -0.01 | -0.02 | 33,368.00 | 37,070.99 | 36,542.69 | -0.01 | 35,580.40 | 36,593.30 | 32,800.00 | 34,326.00 | 92,857.14 | 36,093.12 | 36,593.30 | 36,784.19 | -200,000.00 | -200,000.00 | 483,333.33 | 37,070.99 | 1,850,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.33 | -200,000.00 | 3.00 | 1.00 | 1.14 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-05 | 36,181.37 | 0.01 | 33,143.00 | 0.01 | 0.01 | 65,560.00 | 41,180.00 | 82,510.00 | 0.07 | 47,070.00 | -0.00 | 59,414.29 | 25,210.00 | 61,640.00 | 33,155.00 | 0.75 | 34,326.00 | 46,230.00 | 36,593.30 | -0.01 | 40,340.00 | 33,368.00 | 154,230.00 | 32,800.00 | 33,190.29 | -0.02 | 0.00 | -0.01 | 32,977.00 | 37,070.99 | 36,483.84 | -0.01 | 36,105.67 | 35,580.40 | 32,942.00 | 33,758.00 | 385,714.29 | 35,955.81 | 37,070.99 | 36,593.30 | -200,000.00 | -200,000.00 | 1,166,666.67 | 36,784.19 | 1,850,000.00 | -200,000.00 | -200,000.00 | -200,000.00 | 1.67 | 1,850,000.00 | 3.00 | 1.00 | 1.29 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-06 | 36,181.37 | -0.00 | 33,237.67 | 0.00 | 0.01 | 40,340.00 | 46,230.00 | 88,393.33 | -0.02 | 154,230.00 | -0.00 | 62,777.14 | 41,180.00 | 25,210.00 | 33,332.00 | 0.24 | 33,758.00 | 47,070.00 | 37,070.99 | 0.00 | 61,640.00 | 32,977.00 | 63,880.00 | 32,942.00 | 33,114.29 | -0.01 | 0.01 | -0.01 | 32,800.00 | 36,784.19 | 36,356.75 | -0.01 | 36,181.37 | 36,105.67 | 33,155.00 | 33,368.00 | 678,571.43 | 36,156.13 | 37,070.99 | 35,580.40 | -200,000.00 | -200,000.00 | 1,850,000.00 | 36,593.30 | 1,850,000.00 | -200,000.00 | 1,850,000.00 | -200,000.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 1.43 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-07 | 36,181.37 | 0.00 | 33,285.00 | 0.00 | -0.00 | 61,640.00 | 47,070.00 | 85,496.67 | -0.01 | 63,880.00 | -0.00 | 59,454.29 | 46,230.00 | 41,180.00 | 33,226.00 | 0.66 | 33,368.00 | 154,230.00 | 37,070.99 | 0.01 | 25,210.00 | 32,800.00 | 38,380.00 | 33,155.00 | 33,104.14 | -0.01 | 0.01 | -0.01 | 32,942.00 | 36,593.30 | 36,229.67 | 0.00 | 36,181.37 | 36,181.37 | 33,332.00 | 32,977.00 | 971,428.57 | 36,181.37 | 36,784.19 | 36,105.67 | -200,000.00 | 1,850,000.00 | 1,850,000.00 | 35,580.40 | 1,850,000.00 | -200,000.00 | 1,850,000.00 | -200,000.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 1.57 | -200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-10 | 36,181.37 | -0.00 | 33,249.67 | -0.00 | 0.00 | 25,210.00 | 154,230.00 | 90,120.00 | -0.01 | 38,380.00 | 0.00 | 79,867.14 | 47,070.00 | 46,230.00 | 33,297.00 | 0.26 | 32,977.00 | 63,880.00 | 36,784.19 | 0.01 | 41,180.00 | 32,942.00 | 168,100.00 | 33,332.00 | 33,139.71 | -0.01 | -0.00 | 0.00 | 33,155.00 | 35,580.40 | 36,143.55 | 0.01 | 36,181.37 | 36,181.37 | 33,226.00 | 32,800.00 | 1,264,285.71 | 36,181.37 | 36,593.30 | 36,181.37 | -200,000.00 | 1,850,000.00 | 1,850,000.00 | 36,105.67 | 1,850,000.00 | -200,000.00 | 1,850,000.00 | -200,000.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 1.71 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-11 | 36,296.56 | 0.01 | 33,356.00 | 0.00 | -0.00 | 41,180.00 | 63,880.00 | 117,856.67 | -0.01 | 168,100.00 | 0.00 | 94,997.14 | 154,230.00 | 47,070.00 | 33,226.00 | 0.78 | 32,800.00 | 38,380.00 | 36,593.30 | -0.00 | 46,230.00 | 33,155.00 | 147,090.00 | 33,226.00 | 33,246.14 | 0.00 | 0.00 | 0.01 | 33,332.00 | 36,105.67 | 36,101.16 | 0.01 | 36,181.37 | 36,181.37 | 33,297.00 | 32,942.00 | 1,557,142.86 | 36,219.76 | 35,580.40 | 36,181.37 | -200,000.00 | 1,850,000.00 | 1,850,000.00 | 36,181.37 | 1,850,000.00 | -200,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 1.86 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-12 | 36,700.77 | 0.01 | 33,545.33 | 0.01 | 0.01 | 46,230.00 | 38,380.00 | 161,750.00 | 0.00 | 147,090.00 | 0.00 | 112,687.14 | 63,880.00 | 154,230.00 | 33,545.00 | 0.76 | 32,942.00 | 168,100.00 | 35,580.40 | 0.00 | 47,070.00 | 33,332.00 | 170,060.00 | 33,297.00 | 33,378.00 | 0.01 | -0.00 | 0.01 | 33,226.00 | 36,181.37 | 36,261.21 | -0.00 | 36,296.56 | 36,181.37 | 33,226.00 | 33,155.00 | 1,850,000.00 | 36,392.90 | 36,105.67 | 36,181.37 | -200,000.00 | 1,850,000.00 | 1,850,000.00 | 36,181.37 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-13 | 37,200.91 | 0.01 | 33,864.67 | 0.01 | 0.01 | 47,070.00 | 168,100.00 | 140,363.33 | 0.01 | 170,060.00 | 0.00 | 120,811.43 | 38,380.00 | 63,880.00 | 33,865.00 | 0.80 | 33,155.00 | 147,090.00 | 36,105.67 | -0.00 | 154,230.00 | 33,226.00 | 103,940.00 | 33,226.00 | 33,525.00 | 0.01 | 0.01 | -0.00 | 33,297.00 | 36,181.37 | 36,417.67 | 0.00 | 36,700.77 | 36,296.56 | 33,545.00 | 33,332.00 | 1,850,000.00 | 36,732.75 | 36,181.37 | 36,181.37 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 36,181.37 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-14 | 37,289.40 | -0.00 | 34,042.33 | 0.01 | 0.01 | 154,230.00 | 147,090.00 | 101,560.00 | 0.01 | 103,940.00 | 0.00 | 103,161.43 | 168,100.00 | 38,380.00 | 34,184.00 | 0.25 | 33,332.00 | 170,060.00 | 36,181.37 | 0.01 | 63,880.00 | 33,297.00 | 30,680.00 | 33,545.00 | 33,631.57 | -0.00 | 0.01 | 0.00 | 33,226.00 | 36,181.37 | 36,575.96 | -0.00 | 37,200.91 | 36,700.77 | 33,865.00 | 33,226.00 | 1,850,000.00 | 37,063.69 | 36,181.37 | 36,296.56 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 36,181.37 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-17 | 37,397.13 | 0.00 | 34,160.67 | 0.00 | -0.00 | 63,880.00 | 170,060.00 | 63,176.67 | -0.00 | 30,680.00 | 0.00 | 101,880.00 | 147,090.00 | 168,100.00 | 34,078.00 | 0.76 | 33,226.00 | 103,940.00 | 36,181.37 | 0.01 | 38,380.00 | 33,226.00 | 54,910.00 | 33,865.00 | 33,773.57 | 0.00 | 0.01 | -0.00 | 33,545.00 | 36,181.37 | 36,749.64 | 0.01 | 37,289.40 | 37,200.91 | 34,184.00 | 33,297.00 | 1,850,000.00 | 37,295.81 | 36,181.37 | 36,700.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 36,296.56 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-18 | 37,417.32 | 0.01 | 34,243.67 | 0.00 | 0.00 | 38,380.00 | 103,940.00 | 67,846.67 | 0.00 | 54,910.00 | 0.00 | 113,247.14 | 170,060.00 | 147,090.00 | 34,220.00 | 0.76 | 33,297.00 | 30,680.00 | 36,181.37 | 0.01 | 168,100.00 | 33,545.00 | 117,950.00 | 34,184.00 | 33,935.86 | -0.00 | -0.00 | 0.01 | 33,865.00 | 36,296.56 | 36,926.21 | 0.01 | 37,397.13 | 37,289.40 | 34,078.00 | 33,226.00 | 1,850,000.00 | 37,367.95 | 36,181.37 | 37,200.91 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 36,700.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-19 | 37,457.75 | -0.00 | 34,350.00 | 0.00 | 0.01 | 168,100.00 | 30,680.00 | 76,063.33 | -0.00 | 117,950.00 | 0.00 | 97,137.14 | 103,940.00 | 170,060.00 | 34,433.00 | 0.27 | 33,226.00 | 54,910.00 | 36,181.37 | -0.00 | 147,090.00 | 33,865.00 | 55,330.00 | 34,078.00 | 34,103.14 | 0.01 | 0.00 | 0.01 | 34,184.00 | 36,700.77 | 37,108.55 | 0.01 | 37,417.32 | 37,397.13 | 34,220.00 | 33,545.00 | 1,850,000.00 | 37,424.07 | 36,296.56 | 37,289.40 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,200.91 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-20 | 37,344.77 | -0.01 | 34,326.33 | -0.00 | -0.00 | 147,090.00 | 54,910.00 | 68,826.67 | 0.01 | 55,330.00 | 0.00 | 80,867.14 | 30,680.00 | 103,940.00 | 34,397.00 | 0.16 | 33,545.00 | 117,950.00 | 36,296.56 | 0.00 | 170,060.00 | 34,184.00 | 33,200.00 | 34,220.00 | 34,189.43 | 0.01 | 0.01 | 0.01 | 34,078.00 | 37,200.91 | 37,258.29 | -0.00 | 37,457.75 | 37,417.32 | 34,433.00 | 33,865.00 | 1,850,000.00 | 37,406.61 | 36,700.77 | 37,397.13 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,289.40 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-21 | 37,289.40 | -0.00 | 34,184.33 | -0.00 | -0.01 | 170,060.00 | 117,950.00 | 64,763.33 | 0.01 | 33,200.00 | 0.00 | 71,681.43 | 54,910.00 | 30,680.00 | 34,149.00 | 0.18 | 33,865.00 | 55,330.00 | 36,700.77 | 0.01 | 103,940.00 | 34,078.00 | 105,760.00 | 34,433.00 | 34,209.71 | 0.01 | -0.00 | -0.00 | 34,220.00 | 37,289.40 | 37,342.38 | 0.00 | 37,344.77 | 37,457.75 | 34,397.00 | 34,184.00 | 1,850,000.00 | 37,363.97 | 37,200.91 | 37,417.32 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,397.13 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-24 | 37,289.40 | -0.00 | 34,042.33 | -0.00 | -0.00 | 103,940.00 | 55,330.00 | 94,086.67 | 0.01 | 105,760.00 | -0.00 | 77,304.29 | 117,950.00 | 54,910.00 | 34,007.00 | 0.20 | 34,184.00 | 33,200.00 | 37,200.91 | -0.00 | 30,680.00 | 34,220.00 | 143,300.00 | 34,397.00 | 34,179.29 | -0.00 | -0.01 | 0.00 | 34,433.00 | 37,397.13 | 37,355.02 | 0.01 | 37,289.40 | 37,344.77 | 34,149.00 | 34,078.00 | 1,850,000.00 | 37,307.85 | 37,289.40 | 37,457.75 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,417.32 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-25 | 36,975.77 | -0.01 | 33,876.67 | -0.00 | -0.00 | 30,680.00 | 33,200.00 | 126,726.67 | -0.00 | 143,300.00 | -0.00 | 91,652.86 | 55,330.00 | 117,950.00 | 33,971.00 | 0.18 | 34,078.00 | 105,760.00 | 37,289.40 | -0.01 | 54,910.00 | 34,433.00 | 131,120.00 | 34,149.00 | 34,118.43 | 0.00 | -0.00 | 0.01 | 34,397.00 | 37,417.32 | 37,310.22 | -0.00 | 37,289.40 | 37,289.40 | 34,007.00 | 34,220.00 | 1,850,000.00 | 37,184.85 | 37,397.13 | 37,344.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,457.75 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-26 | 36,583.36 | -0.00 | 33,711.00 | -0.00 | -0.01 | 54,910.00 | 105,760.00 | 125,513.33 | 0.00 | 131,120.00 | -0.00 | 98,397.14 | 33,200.00 | 55,330.00 | 33,652.00 | 0.18 | 34,220.00 | 143,300.00 | 37,397.13 | -0.00 | 117,950.00 | 34,397.00 | 102,120.00 | 34,007.00 | 34,017.00 | 0.01 | -0.00 | -0.00 | 34,149.00 | 37,457.75 | 37,193.97 | -0.01 | 36,975.77 | 37,289.40 | 33,971.00 | 34,433.00 | 1,850,000.00 | 36,949.51 | 37,417.32 | 37,289.40 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,344.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-27 | 36,700.77 | 0.01 | 33,699.33 | -0.00 | -0.00 | 117,950.00 | 143,300.00 | 215,633.33 | 0.01 | 102,120.00 | -0.00 | 140,641.43 | 105,760.00 | 33,200.00 | 33,510.00 | 0.72 | 34,433.00 | 131,120.00 | 37,417.32 | -0.00 | 55,330.00 | 34,149.00 | 413,660.00 | 33,971.00 | 33,946.00 | -0.00 | -0.01 | -0.01 | 34,007.00 | 37,344.77 | 37,091.60 | -0.00 | 36,583.36 | 36,975.77 | 33,652.00 | 34,397.00 | 1,850,000.00 | 36,753.30 | 37,457.75 | 37,289.40 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,289.40 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-28 | 37,170.13 | 0.01 | 33,912.33 | 0.01 | 0.01 | 55,330.00 | 131,120.00 | 251,820.00 | -0.00 | 413,660.00 | -0.00 | 166,977.14 | 143,300.00 | 105,760.00 | 33,936.00 | 0.77 | 34,397.00 | 102,120.00 | 37,457.75 | -0.01 | 33,200.00 | 34,007.00 | 239,680.00 | 33,652.00 | 33,930.86 | -0.01 | -0.00 | -0.00 | 33,971.00 | 37,289.40 | 37,050.51 | -0.00 | 36,700.77 | 36,583.36 | 33,510.00 | 34,149.00 | 1,850,000.00 | 36,818.09 | 37,344.77 | 36,975.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 37,289.40 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-07-31 | 37,417.88 | 0.02 | 34,350.00 | 0.01 | 0.01 | 33,200.00 | 102,120.00 | 293,003.33 | -0.01 | 239,680.00 | 0.00 | 194,472.86 | 131,120.00 | 143,300.00 | 34,291.00 | 0.79 | 34,149.00 | 413,660.00 | 37,344.77 | -0.00 | 105,760.00 | 33,971.00 | 225,670.00 | 33,510.00 | 34,027.14 | -0.00 | 0.01 | -0.00 | 33,652.00 | 37,289.40 | 37,060.96 | -0.01 | 37,170.13 | 36,700.77 | 33,936.00 | 34,007.00 | 1,850,000.00 | 37,096.26 | 37,289.40 | 36,583.36 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 36,975.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-01 | 37,673.87 | 0.00 | 34,645.67 | 0.01 | 0.02 | 105,760.00 | 413,660.00 | 240,333.33 | -0.00 | 225,670.00 | 0.00 | 215,885.71 | 102,120.00 | 131,120.00 | 34,823.00 | 0.33 | 34,007.00 | 239,680.00 | 37,289.40 | 0.01 | 143,300.00 | 33,652.00 | 255,650.00 | 33,936.00 | 34,143.71 | -0.00 | 0.01 | -0.01 | 33,510.00 | 36,975.77 | 37,115.88 | -0.00 | 37,417.88 | 37,170.13 | 34,291.00 | 33,971.00 | 1,850,000.00 | 37,420.63 | 37,289.40 | 36,700.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 36,583.36 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-02 | 37,930.98 | 0.01 | 34,929.67 | 0.01 | 0.00 | 143,300.00 | 239,680.00 | 250,793.33 | -0.00 | 255,650.00 | 0.00 | 234,137.14 | 413,660.00 | 102,120.00 | 34,823.00 | 0.77 | 33,971.00 | 225,670.00 | 37,289.40 | 0.01 | 131,120.00 | 33,510.00 | 271,060.00 | 34,291.00 | 34,311.14 | -0.01 | 0.02 | -0.00 | 33,936.00 | 36,583.36 | 37,207.54 | 0.01 | 37,673.87 | 37,417.88 | 34,823.00 | 33,652.00 | 1,850,000.00 | 37,674.24 | 36,975.77 | 37,170.13 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 36,700.77 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 2.00 | 1,850,000.00 | 3.00 | 2.00 | 2.00 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-03 | 37,877.53 | -0.01 | 34,918.00 | -0.00 | 0.01 | 131,120.00 | 225,670.00 | 242,576.67 | -0.01 | 271,060.00 | 0.00 | 244,122.86 | 239,680.00 | 413,660.00 | 35,143.00 | 0.28 | 33,652.00 | 255,650.00 | 36,975.77 | 0.02 | 102,120.00 | 33,936.00 | 201,020.00 | 34,823.00 | 34,473.43 | -0.00 | 0.00 | 0.01 | 34,291.00 | 36,700.77 | 37,336.36 | 0.01 | 37,930.98 | 37,673.87 | 34,823.00 | 33,510.00 | 2,081,552.86 | 37,827.46 | 36,583.36 | 37,417.88 | 1,850,000.00 | 1,850,000.00 | 2,390,290.00 | 37,170.13 | 3,470,870.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1.67 | 1,850,000.00 | 3.00 | 2.00 | 1.86 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-04 | 38,004.65 | 0.00 | 34,953.67 | 0.00 | -0.01 | 102,120.00 | 255,650.00 | 205,500.00 | -0.00 | 201,020.00 | 0.01 | 250,165.71 | 225,670.00 | 239,680.00 | 34,788.00 | 0.76 | 33,510.00 | 271,060.00 | 36,583.36 | 0.00 | 413,660.00 | 34,291.00 | 144,420.00 | 34,823.00 | 34,676.29 | 0.01 | 0.01 | 0.01 | 34,823.00 | 37,170.13 | 37,539.40 | 0.02 | 37,877.53 | 37,930.98 | 35,143.00 | 33,936.00 | 2,313,105.71 | 37,937.72 | 36,700.77 | 37,673.87 | 1,850,000.00 | 1,850,000.00 | 2,930,580.00 | 37,417.88 | 3,470,870.00 | 1,850,000.00 | 1,850,000.00 | 1,850,000.00 | 1.33 | 3,470,870.00 | 3.00 | 2.00 | 1.71 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-07 | 37,930.98 | 0.00 | 34,930.00 | -0.00 | 0.00 | 413,660.00 | 271,060.00 | 213,250.00 | 0.01 | 144,420.00 | 0.00 | 233,115.71 | 255,650.00 | 225,670.00 | 34,930.00 | 0.75 | 33,936.00 | 201,020.00 | 36,700.77 | 0.01 | 239,680.00 | 34,823.00 | 294,310.00 | 35,143.00 | 34,838.57 | 0.01 | -0.01 | 0.02 | 34,823.00 | 37,417.88 | 37,715.15 | 0.00 | 38,004.65 | 37,877.53 | 34,788.00 | 34,291.00 | 2,030,705.71 | 37,937.72 | 37,170.13 | 37,930.98 | 1,850,000.00 | 1,850,000.00 | 2,271,646.67 | 37,673.87 | -126,800.00 | 1,850,000.00 | 3,470,870.00 | 1,850,000.00 | 1.00 | 3,470,870.00 | 3.00 | 2.00 | 1.57 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-08 | 38,004.65 | -0.00 | 34,977.33 | 0.00 | 0.00 | 239,680.00 | 201,020.00 | 167,070.00 | 0.01 | 294,310.00 | 0.00 | 207,801.43 | 271,060.00 | 255,650.00 | 35,072.00 | 0.23 | 34,291.00 | 144,420.00 | 37,170.13 | -0.01 | 225,670.00 | 34,823.00 | 62,480.00 | 34,788.00 | 34,929.86 | 0.02 | 0.00 | 0.00 | 35,143.00 | 37,673.87 | 37,834.36 | 0.01 | 37,930.98 | 38,004.65 | 34,930.00 | 34,823.00 | 1,748,305.71 | 37,980.09 | 37,417.88 | 37,877.53 | 1,850,000.00 | 3,470,870.00 | 1,072,423.33 | 37,930.98 | -126,800.00 | 1,850,000.00 | 3,470,870.00 | 1,850,000.00 | 1.00 | -126,800.00 | 3.00 | 2.00 | 1.43 | 1,850,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-09 | 37,877.53 | -0.00 | 34,930.00 | -0.00 | -0.00 | 225,670.00 | 144,420.00 | 148,860.00 | 0.02 | 62,480.00 | -0.00 | 188,390.00 | 201,020.00 | 271,060.00 | 34,930.00 | 0.21 | 34,823.00 | 294,310.00 | 37,417.88 | 0.00 | 255,650.00 | 35,143.00 | 89,790.00 | 34,930.00 | 34,924.86 | 0.00 | 0.00 | 0.01 | 34,788.00 | 37,930.98 | 37,900.03 | -0.01 | 38,004.65 | 37,930.98 | 35,072.00 | 34,823.00 | 1,465,905.71 | 37,937.72 | 37,673.87 | 38,004.65 | 1,850,000.00 | 3,470,870.00 | -126,800.00 | 37,877.53 | -126,800.00 | 1,850,000.00 | -126,800.00 | 1,850,000.00 | 1.00 | -126,800.00 | 3.00 | 2.00 | 1.29 | 3,470,870.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-10 | 37,691.61 | -0.00 | 34,811.67 | -0.00 | -0.00 | 255,650.00 | 294,310.00 | 76,250.00 | 0.00 | 89,790.00 | -0.00 | 162,794.29 | 144,420.00 | 201,020.00 | 34,788.00 | 0.20 | 34,823.00 | 62,480.00 | 37,673.87 | 0.00 | 271,060.00 | 34,788.00 | 76,480.00 | 35,072.00 | 34,909.71 | 0.01 | -0.00 | -0.01 | 34,930.00 | 37,877.53 | 37,902.56 | 0.00 | 37,877.53 | 38,004.65 | 34,930.00 | 35,143.00 | 987,034.29 | 37,857.93 | 37,930.98 | 37,930.98 | 1,850,000.00 | -126,800.00 | -585,233.33 | 38,004.65 | -1,502,100.00 | 1,850,000.00 | -126,800.00 | 3,470,870.00 | 1.00 | -126,800.00 | 3.00 | 1.00 | 1.14 | 3,470,870.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-11 | 37,691.61 | 0.00 | 34,764.33 | -0.00 | -0.00 | 271,060.00 | 62,480.00 | 71,533.33 | 0.01 | 76,480.00 | -0.00 | 130,975.71 | 294,310.00 | 144,420.00 | 34,717.00 | 0.62 | 35,143.00 | 89,790.00 | 37,930.98 | -0.00 | 201,020.00 | 34,930.00 | 48,330.00 | 34,930.00 | 34,859.00 | -0.01 | -0.00 | 0.00 | 35,072.00 | 38,004.65 | 37,868.37 | 0.00 | 37,691.61 | 37,877.53 | 34,788.00 | 34,788.00 | 508,162.86 | 37,753.58 | 37,877.53 | 38,004.65 | 1,850,000.00 | -126,800.00 | -1,043,666.67 | 37,930.98 | -1,502,100.00 | 3,470,870.00 | -126,800.00 | 3,470,870.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -126,800.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-14 | 37,673.87 | -0.00 | 34,717.00 | -0.00 | 0.00 | 201,020.00 | 89,790.00 | 67,473.33 | -0.01 | 48,330.00 | -0.00 | 113,345.71 | 62,480.00 | 294,310.00 | 34,788.00 | 0.20 | 34,788.00 | 76,480.00 | 37,877.53 | -0.00 | 144,420.00 | 35,072.00 | 77,610.00 | 34,788.00 | 34,838.71 | 0.00 | -0.00 | 0.00 | 34,930.00 | 37,930.98 | 37,839.27 | -0.00 | 37,691.61 | 37,691.61 | 34,717.00 | 34,930.00 | -202,261.43 | 37,685.69 | 38,004.65 | 37,877.53 | 3,470,870.00 | -126,800.00 | -1,502,100.00 | 38,004.65 | -1,502,100.00 | 3,470,870.00 | -1,502,100.00 | -126,800.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -126,800.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-15 | 37,673.87 | 0.00 | 34,728.67 | 0.00 | -0.00 | 144,420.00 | 76,480.00 | 77,653.33 | 0.00 | 77,610.00 | -0.00 | 108,002.86 | 89,790.00 | 62,480.00 | 34,646.00 | 0.72 | 34,930.00 | 48,330.00 | 38,004.65 | -0.00 | 294,310.00 | 34,930.00 | 107,020.00 | 34,717.00 | 34,813.29 | 0.00 | 0.00 | -0.00 | 34,788.00 | 38,004.65 | 37,792.02 | -0.00 | 37,673.87 | 37,691.61 | 34,788.00 | 35,072.00 | -912,685.71 | 37,679.78 | 37,930.98 | 37,691.61 | 3,470,870.00 | -1,502,100.00 | -1,502,100.00 | 37,877.53 | -1,502,100.00 | -126,800.00 | -1,502,100.00 | -126,800.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -126,800.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-16 | 37,673.87 | 0.00 | 34,740.33 | 0.00 | 0.00 | 294,310.00 | 48,330.00 | 96,936.67 | 0.00 | 107,020.00 | -0.00 | 81,127.14 | 76,480.00 | 89,790.00 | 34,752.00 | 0.72 | 35,072.00 | 77,610.00 | 37,930.98 | 0.00 | 62,480.00 | 34,788.00 | 106,180.00 | 34,788.00 | 34,777.71 | -0.00 | -0.00 | -0.00 | 34,717.00 | 37,877.53 | 37,755.29 | -0.00 | 37,673.87 | 37,673.87 | 34,646.00 | 34,930.00 | -1,109,157.14 | 37,673.87 | 38,004.65 | 37,691.61 | -126,800.00 | -1,502,100.00 | -1,502,100.00 | 37,691.61 | -1,502,100.00 | -126,800.00 | -1,502,100.00 | -126,800.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-17 | 37,662.76 | -0.01 | 34,669.33 | -0.00 | 0.00 | 62,480.00 | 77,610.00 | 133,823.33 | -0.00 | 106,180.00 | -0.00 | 99,097.14 | 48,330.00 | 76,480.00 | 34,823.00 | 0.22 | 34,930.00 | 107,020.00 | 38,004.65 | -0.00 | 89,790.00 | 34,717.00 | 188,270.00 | 34,646.00 | 34,706.71 | -0.00 | 0.00 | -0.00 | 34,788.00 | 37,691.61 | 37,706.44 | 0.00 | 37,673.87 | 37,673.87 | 34,752.00 | 34,788.00 | -1,305,628.57 | 37,670.16 | 37,877.53 | 37,673.87 | -126,800.00 | -1,502,100.00 | -1,502,100.00 | 37,691.61 | -1,502,100.00 | -126,800.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-18 | 37,330.08 | -0.01 | 34,444.67 | -0.01 | -0.01 | 89,790.00 | 107,020.00 | 161,513.33 | -0.00 | 188,270.00 | -0.00 | 113,425.71 | 77,610.00 | 48,330.00 | 34,433.00 | 0.25 | 34,788.00 | 106,180.00 | 37,877.53 | 0.00 | 76,480.00 | 34,788.00 | 190,090.00 | 34,752.00 | 34,605.29 | -0.00 | 0.00 | 0.00 | 34,646.00 | 37,691.61 | 37,628.24 | -0.00 | 37,662.76 | 37,673.87 | 34,823.00 | 34,717.00 | -1,502,100.00 | 37,555.57 | 37,691.61 | 37,673.87 | -126,800.00 | -1,502,100.00 | -1,502,100.00 | 37,673.87 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-21 | 37,366.35 | 0.01 | 34,314.67 | -0.00 | -0.01 | 76,480.00 | 106,180.00 | 152,036.67 | -0.00 | 190,090.00 | -0.00 | 113,607.14 | 107,020.00 | 77,610.00 | 34,078.00 | 0.74 | 34,717.00 | 188,270.00 | 37,691.61 | 0.00 | 48,330.00 | 34,646.00 | 77,750.00 | 34,823.00 | 34,564.71 | 0.00 | -0.01 | -0.00 | 34,752.00 | 37,673.87 | 37,581.77 | 0.00 | 37,330.08 | 37,662.76 | 34,433.00 | 34,788.00 | -1,502,100.00 | 37,453.06 | 37,691.61 | 37,673.87 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 37,673.87 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-22 | 37,631.66 | 0.02 | 34,504.00 | 0.01 | 0.01 | 48,330.00 | 188,270.00 | 108,236.67 | 0.00 | 77,750.00 | 0.00 | 114,827.14 | 106,180.00 | 107,020.00 | 34,433.00 | 0.81 | 34,788.00 | 190,090.00 | 37,691.61 | -0.01 | 77,610.00 | 34,752.00 | 56,870.00 | 34,433.00 | 34,595.14 | -0.00 | -0.01 | 0.00 | 34,823.00 | 37,673.87 | 37,573.21 | 0.00 | 37,366.35 | 37,330.08 | 34,078.00 | 34,646.00 | -1,502,100.00 | 37,442.70 | 37,673.87 | 37,662.76 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 37,673.87 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-23 | 37,673.87 | -0.01 | 34,728.67 | 0.01 | 0.02 | 77,610.00 | 190,090.00 | 79,800.00 | -0.00 | 56,870.00 | 0.00 | 118,708.57 | 188,270.00 | 106,180.00 | 35,001.00 | 0.28 | 34,646.00 | 77,750.00 | 37,673.87 | -0.01 | 107,020.00 | 34,823.00 | 104,780.00 | 34,078.00 | 34,610.29 | 0.00 | 0.01 | 0.00 | 34,433.00 | 37,673.87 | 37,573.21 | -0.01 | 37,631.66 | 37,366.35 | 34,433.00 | 34,752.00 | -1,502,100.00 | 37,557.29 | 37,673.87 | 37,330.08 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 37,662.76 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-24 | 38,058.10 | 0.01 | 34,965.33 | 0.01 | -0.01 | 107,020.00 | 77,750.00 | 172,346.67 | 0.00 | 104,780.00 | 0.00 | 154,190.00 | 190,090.00 | 188,270.00 | 34,752.00 | 0.80 | 34,752.00 | 56,870.00 | 37,673.87 | 0.01 | 106,180.00 | 34,433.00 | 355,390.00 | 34,433.00 | 34,666.14 | 0.00 | 0.02 | -0.01 | 34,078.00 | 37,662.76 | 37,628.10 | -0.01 | 37,673.87 | 37,631.66 | 35,001.00 | 34,823.00 | -1,502,100.00 | 37,787.88 | 37,673.87 | 37,366.35 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 37,330.08 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-25 | 38,347.45 | 0.01 | 35,107.33 | 0.00 | 0.01 | 106,180.00 | 56,870.00 | 205,453.33 | 0.00 | 355,390.00 | 0.00 | 161,334.29 | 77,750.00 | 190,090.00 | 35,143.00 | 0.83 | 34,823.00 | 104,780.00 | 37,673.87 | 0.02 | 188,270.00 | 34,078.00 | 156,190.00 | 35,001.00 | 34,752.43 | -0.01 | -0.01 | -0.01 | 34,433.00 | 37,330.08 | 37,724.32 | 0.01 | 38,058.10 | 37,673.87 | 34,752.00 | 34,433.00 | -1,502,100.00 | 38,026.47 | 37,662.76 | 37,631.66 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 37,366.35 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-28 | 38,564.66 | 0.01 | 35,403.33 | 0.01 | 0.01 | 188,270.00 | 104,780.00 | 303,043.33 | -0.01 | 156,190.00 | 0.00 | 191,231.43 | 56,870.00 | 77,750.00 | 35,427.00 | 0.88 | 34,433.00 | 355,390.00 | 37,662.76 | -0.01 | 190,090.00 | 34,433.00 | 397,550.00 | 34,752.00 | 34,924.86 | -0.01 | 0.01 | 0.01 | 35,001.00 | 37,366.35 | 37,853.17 | 0.02 | 38,347.45 | 38,058.10 | 35,143.00 | 34,078.00 | -1,502,100.00 | 38,323.40 | 37,330.08 | 37,673.87 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 37,631.66 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-29 | 38,612.38 | 0.00 | 35,616.33 | 0.01 | 0.01 | 190,090.00 | 355,390.00 | 288,613.33 | -0.01 | 397,550.00 | 0.01 | 208,661.43 | 104,780.00 | 56,870.00 | 35,640.00 | 0.87 | 34,078.00 | 156,190.00 | 37,330.08 | 0.01 | 77,750.00 | 35,001.00 | 312,100.00 | 35,143.00 | 35,168.29 | 0.01 | 0.01 | 0.02 | 34,752.00 | 37,631.66 | 38,036.35 | -0.01 | 38,564.66 | 38,347.45 | 35,427.00 | 34,433.00 | -1,502,100.00 | 38,508.16 | 37,366.35 | 38,058.10 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 37,673.87 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-30 | 38,950.78 | 0.00 | 35,758.33 | 0.00 | 0.00 | 77,750.00 | 156,190.00 | 358,046.67 | 0.01 | 312,100.00 | 0.01 | 249,624.29 | 355,390.00 | 104,780.00 | 35,782.00 | 0.87 | 34,433.00 | 397,550.00 | 37,366.35 | 0.01 | 56,870.00 | 34,752.00 | 364,490.00 | 35,427.00 | 35,371.14 | 0.02 | 0.01 | -0.01 | 35,143.00 | 37,673.87 | 38,262.70 | 0.01 | 38,612.38 | 38,564.66 | 35,640.00 | 35,001.00 | -1,284,928.57 | 38,709.27 | 37,631.66 | 38,347.45 | -1,502,100.00 | -1,502,100.00 | -995,366.67 | 38,058.10 | 18,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-08-31 | 39,108.44 | 0.00 | 35,853.00 | 0.00 | 0.00 | 56,870.00 | 397,550.00 | 305,283.33 | 0.02 | 364,490.00 | 0.00 | 275,680.00 | 156,190.00 | 355,390.00 | 35,853.00 | 0.79 | 35,001.00 | 312,100.00 | 37,631.66 | 0.01 | 104,780.00 | 35,143.00 | 239,260.00 | 35,640.00 | 35,503.00 | -0.01 | 0.00 | 0.01 | 35,427.00 | 38,058.10 | 38,473.67 | 0.01 | 38,950.78 | 38,612.38 | 35,782.00 | 34,752.00 | -1,067,757.14 | 38,890.53 | 37,673.87 | 38,564.66 | -1,502,100.00 | -1,502,100.00 | -488,633.33 | 38,347.45 | 18,100.00 | -1,502,100.00 | -1,502,100.00 | -1,502,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-05 | 39,441.70 | 0.00 | 35,947.67 | 0.00 | 0.00 | 104,780.00 | 312,100.00 | 261,206.67 | -0.01 | 239,260.00 | 0.01 | 286,407.14 | 397,550.00 | 156,190.00 | 35,924.00 | 0.83 | 34,752.00 | 364,490.00 | 37,673.87 | 0.00 | 355,390.00 | 35,427.00 | 179,870.00 | 35,782.00 | 35,690.71 | 0.01 | 0.00 | 0.01 | 35,640.00 | 38,347.45 | 38,726.22 | 0.01 | 39,108.44 | 38,950.78 | 35,853.00 | 35,143.00 | -850,585.71 | 39,166.97 | 38,058.10 | 38,612.38 | -1,502,100.00 | -1,502,100.00 | 18,100.00 | 38,564.66 | 18,100.00 | -1,502,100.00 | 18,100.00 | -1,502,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-06 | 39,401.21 | -0.00 | 35,995.00 | 0.00 | 0.00 | 355,390.00 | 364,490.00 | 213,953.33 | 0.01 | 179,870.00 | 0.00 | 267,455.71 | 312,100.00 | 397,550.00 | 36,066.00 | 0.27 | 35,143.00 | 239,260.00 | 38,058.10 | 0.00 | 156,190.00 | 35,640.00 | 222,730.00 | 35,853.00 | 35,812.43 | 0.01 | 0.00 | 0.01 | 35,782.00 | 38,564.66 | 38,918.09 | 0.00 | 39,441.70 | 39,108.44 | 35,924.00 | 35,427.00 | -633,414.29 | 39,317.12 | 38,347.45 | 38,950.78 | -1,502,100.00 | 18,100.00 | 18,100.00 | 38,612.38 | 18,100.00 | -1,502,100.00 | 18,100.00 | -1,502,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | -1,502,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-07 | 39,108.71 | -0.01 | 35,876.67 | -0.00 | -0.00 | 156,190.00 | 239,260.00 | 170,946.67 | 0.01 | 222,730.00 | 0.00 | 260,891.43 | 364,490.00 | 312,100.00 | 35,995.00 | 0.21 | 35,427.00 | 179,870.00 | 38,347.45 | 0.00 | 397,550.00 | 35,782.00 | 110,240.00 | 35,924.00 | 35,832.71 | 0.01 | 0.00 | 0.00 | 35,853.00 | 38,612.38 | 39,026.84 | 0.00 | 39,401.21 | 39,441.70 | 36,066.00 | 35,640.00 | -416,242.86 | 39,317.21 | 38,564.66 | 39,108.44 | -1,502,100.00 | 18,100.00 | 18,100.00 | 38,950.78 | 18,100.00 | -1,502,100.00 | 18,100.00 | -1,502,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-08 | 38,986.69 | 0.01 | 35,805.67 | -0.00 | -0.01 | 397,550.00 | 179,870.00 | 204,283.33 | 0.01 | 110,240.00 | 0.00 | 244,081.43 | 239,260.00 | 364,490.00 | 35,569.00 | 0.66 | 35,640.00 | 222,730.00 | 38,564.66 | 0.00 | 312,100.00 | 35,853.00 | 279,880.00 | 36,066.00 | 35,863.14 | 0.00 | -0.00 | 0.00 | 35,924.00 | 38,950.78 | 39,087.13 | 0.00 | 39,108.71 | 39,401.21 | 35,995.00 | 35,782.00 | -199,071.43 | 39,165.54 | 38,612.38 | 39,441.70 | -1,502,100.00 | 18,100.00 | 18,100.00 | 39,108.44 | 18,100.00 | -1,502,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-11 | 38,600.16 | -0.01 | 35,663.67 | -0.00 | 0.01 | 312,100.00 | 222,730.00 | 154,366.67 | 0.00 | 279,880.00 | -0.00 | 209,921.43 | 179,870.00 | 239,260.00 | 35,853.00 | 0.19 | 35,782.00 | 110,240.00 | 38,612.38 | -0.00 | 364,490.00 | 35,924.00 | 72,980.00 | 35,995.00 | 35,832.71 | 0.00 | -0.01 | 0.00 | 36,066.00 | 39,108.44 | 39,085.38 | 0.00 | 38,986.69 | 39,108.71 | 35,569.00 | 35,853.00 | 18,100.00 | 38,898.52 | 38,950.78 | 39,401.21 | -1,502,100.00 | 18,100.00 | 18,100.00 | 39,441.70 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-12 | 39,108.94 | 0.01 | 35,782.00 | 0.00 | -0.01 | 364,490.00 | 110,240.00 | 340,023.33 | 0.00 | 72,980.00 | 0.00 | 253,167.14 | 222,730.00 | 179,870.00 | 35,569.00 | 0.74 | 35,853.00 | 279,880.00 | 38,950.78 | -0.01 | 239,260.00 | 36,066.00 | 667,210.00 | 35,569.00 | 35,842.86 | 0.00 | 0.01 | 0.00 | 35,995.00 | 39,441.70 | 39,107.98 | -0.00 | 38,600.16 | 38,986.69 | 35,853.00 | 35,924.00 | 18,100.00 | 38,898.60 | 39,108.44 | 39,108.71 | 18,100.00 | 18,100.00 | 18,100.00 | 39,401.21 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-13 | 38,600.16 | -0.02 | 35,616.33 | -0.00 | 0.01 | 239,260.00 | 279,880.00 | 271,803.33 | 0.00 | 667,210.00 | -0.00 | 229,732.86 | 110,240.00 | 222,730.00 | 35,924.00 | 0.17 | 35,924.00 | 72,980.00 | 39,108.44 | 0.01 | 179,870.00 | 35,995.00 | 75,220.00 | 35,853.00 | 35,761.71 | 0.00 | -0.01 | -0.00 | 35,569.00 | 39,401.21 | 39,035.37 | -0.01 | 39,108.94 | 38,600.16 | 35,569.00 | 36,066.00 | 18,100.00 | 38,769.75 | 39,441.70 | 38,986.69 | 18,100.00 | 18,100.00 | 18,100.00 | 39,108.71 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-14 | 38,552.45 | -0.01 | 35,474.33 | -0.00 | -0.02 | 179,870.00 | 72,980.00 | 482,253.33 | 0.00 | 75,220.00 | -0.00 | 304,655.71 | 279,880.00 | 110,240.00 | 35,356.00 | 0.22 | 36,066.00 | 667,210.00 | 39,441.70 | -0.01 | 222,730.00 | 35,569.00 | 704,330.00 | 35,569.00 | 35,629.86 | -0.00 | 0.01 | -0.01 | 35,853.00 | 39,108.71 | 38,908.33 | 0.01 | 38,600.16 | 39,108.94 | 35,924.00 | 35,995.00 | 18,100.00 | 38,753.85 | 39,401.21 | 38,600.16 | 18,100.00 | 18,100.00 | 18,100.00 | 38,986.69 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-15 | 38,347.94 | 0.01 | 35,285.00 | -0.01 | -0.01 | 222,730.00 | 667,210.00 | 276,706.67 | -0.00 | 704,330.00 | -0.00 | 280,061.43 | 72,980.00 | 279,880.00 | 35,143.00 | 0.60 | 35,995.00 | 75,220.00 | 39,401.21 | 0.01 | 110,240.00 | 35,853.00 | 50,570.00 | 35,924.00 | 35,538.57 | -0.01 | -0.02 | 0.01 | 35,569.00 | 38,986.69 | 38,757.86 | -0.01 | 38,552.45 | 38,600.16 | 35,356.00 | 35,569.00 | 18,100.00 | 38,500.18 | 39,108.71 | 39,108.94 | 18,100.00 | 18,100.00 | 18,100.00 | 38,600.16 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-18 | 38,005.15 | -0.02 | 35,048.33 | -0.01 | 0.01 | 110,240.00 | 75,220.00 | 258,216.67 | -0.01 | 50,570.00 | -0.00 | 267,134.29 | 667,210.00 | 72,980.00 | 35,356.00 | 0.17 | 35,569.00 | 704,330.00 | 39,108.71 | -0.02 | 279,880.00 | 35,569.00 | 19,750.00 | 35,356.00 | 35,406.71 | 0.01 | -0.01 | -0.01 | 35,924.00 | 38,600.16 | 38,600.21 | 0.01 | 38,347.94 | 38,552.45 | 35,143.00 | 35,853.00 | 18,100.00 | 38,301.84 | 38,986.69 | 38,600.16 | 18,100.00 | 18,100.00 | 18,100.00 | 39,108.94 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-19 | 38,058.59 | 0.01 | 35,036.33 | -0.00 | -0.02 | 279,880.00 | 704,330.00 | 66,633.33 | 0.01 | 19,750.00 | -0.00 | 245,662.86 | 75,220.00 | 667,210.00 | 34,646.00 | 0.66 | 35,853.00 | 50,570.00 | 38,986.69 | -0.01 | 72,980.00 | 35,924.00 | 129,580.00 | 35,143.00 | 35,300.14 | -0.01 | 0.01 | 0.01 | 35,356.00 | 39,108.94 | 38,467.63 | -0.02 | 38,005.15 | 38,347.94 | 35,356.00 | 35,569.00 | 18,100.00 | 38,137.23 | 38,600.16 | 38,552.45 | 18,100.00 | 18,100.00 | 18,100.00 | 38,600.16 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-20 | 37,692.10 | -0.01 | 34,823.33 | -0.01 | 0.01 | 72,980.00 | 50,570.00 | 78,213.33 | -0.01 | 129,580.00 | -0.00 | 247,424.29 | 704,330.00 | 75,220.00 | 35,107.00 | 0.19 | 35,569.00 | 19,750.00 | 38,600.16 | 0.01 | 667,210.00 | 35,356.00 | 85,310.00 | 35,356.00 | 35,178.43 | 0.01 | -0.02 | -0.02 | 35,143.00 | 38,600.16 | 38,337.90 | -0.01 | 38,058.59 | 38,005.15 | 34,646.00 | 35,924.00 | 18,100.00 | 37,918.61 | 39,108.94 | 38,347.94 | 18,100.00 | 18,100.00 | 18,100.00 | 38,552.45 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-21 | 37,692.10 | -0.00 | 34,823.33 | 0.00 | -0.01 | 667,210.00 | 19,750.00 | 93,576.67 | 0.01 | 85,310.00 | -0.01 | 161,514.29 | 50,570.00 | 704,330.00 | 34,717.00 | 0.19 | 35,924.00 | 129,580.00 | 39,108.94 | -0.02 | 75,220.00 | 35,143.00 | 65,840.00 | 34,646.00 | 34,995.86 | -0.02 | 0.01 | -0.01 | 35,356.00 | 38,552.45 | 38,135.50 | 0.01 | 37,692.10 | 38,058.59 | 35,107.00 | 35,356.00 | 18,100.00 | 37,814.26 | 38,600.16 | 38,005.15 | 18,100.00 | 18,100.00 | 18,100.00 | 38,347.94 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-22 | 37,674.36 | 0.00 | 34,717.00 | -0.00 | -0.00 | 75,220.00 | 129,580.00 | 151,663.33 | -0.02 | 65,840.00 | -0.00 | 194,174.29 | 19,750.00 | 50,570.00 | 34,646.00 | 0.65 | 35,356.00 | 85,310.00 | 38,600.16 | 0.01 | 704,330.00 | 35,356.00 | 303,840.00 | 35,107.00 | 34,914.71 | -0.01 | -0.01 | 0.01 | 34,646.00 | 38,347.94 | 38,003.24 | -0.02 | 37,692.10 | 37,692.10 | 34,717.00 | 35,143.00 | 18,100.00 | 37,686.19 | 38,552.45 | 38,058.59 | 18,100.00 | 18,100.00 | 18,100.00 | 38,005.15 | 18,100.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-25 | 37,663.25 | -0.01 | 34,646.00 | -0.00 | 0.00 | 704,330.00 | 85,310.00 | 152,830.00 | -0.01 | 303,840.00 | -0.00 | 106,242.86 | 129,580.00 | 19,750.00 | 34,788.00 | 0.18 | 35,143.00 | 65,840.00 | 38,552.45 | -0.01 | 50,570.00 | 34,646.00 | 88,810.00 | 34,717.00 | 34,823.43 | 0.01 | -0.00 | -0.02 | 35,107.00 | 38,005.15 | 37,876.21 | 0.01 | 37,674.36 | 37,692.10 | 34,646.00 | 35,356.00 | -7,528.57 | 37,676.57 | 38,347.94 | 37,692.10 | 18,100.00 | 18,100.00 | -41,700.00 | 38,058.59 | -161,300.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-26 | 37,454.62 | -0.01 | 34,480.33 | -0.00 | -0.01 | 50,570.00 | 65,840.00 | 141,016.67 | 0.01 | 88,810.00 | -0.00 | 103,361.43 | 85,310.00 | 129,580.00 | 34,504.00 | 0.16 | 35,356.00 | 303,840.00 | 38,347.94 | -0.00 | 19,750.00 | 35,107.00 | 30,400.00 | 34,646.00 | 34,651.00 | -0.02 | 0.00 | 0.01 | 34,717.00 | 38,058.59 | 37,748.60 | -0.01 | 37,663.25 | 37,674.36 | 34,788.00 | 34,646.00 | -33,157.14 | 37,597.41 | 38,005.15 | 37,692.10 | 18,100.00 | 18,100.00 | -101,500.00 | 37,692.10 | -161,300.00 | 18,100.00 | 18,100.00 | 18,100.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-27 | 37,469.61 | 0.01 | 34,433.00 | -0.00 | -0.01 | 19,750.00 | 303,840.00 | 53,416.67 | -0.02 | 30,400.00 | 0.00 | 106,402.86 | 65,840.00 | 85,310.00 | 34,149.00 | 0.64 | 34,646.00 | 88,810.00 | 38,005.15 | 0.00 | 129,580.00 | 34,717.00 | 41,040.00 | 34,788.00 | 34,651.00 | 0.01 | -0.01 | -0.01 | 34,646.00 | 37,692.10 | 37,672.09 | -0.00 | 37,454.62 | 37,663.25 | 34,504.00 | 35,107.00 | -58,785.71 | 37,529.16 | 38,058.59 | 37,674.36 | 18,100.00 | 18,100.00 | -161,300.00 | 37,692.10 | -161,300.00 | 18,100.00 | -161,300.00 | 18,100.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-28 | 37,238.92 | -0.02 | 34,291.00 | -0.00 | 0.01 | 129,580.00 | 88,810.00 | 67,333.33 | 0.01 | 41,040.00 | -0.00 | 106,542.86 | 303,840.00 | 65,840.00 | 34,646.00 | 0.18 | 35,107.00 | 30,400.00 | 38,058.59 | -0.01 | 85,310.00 | 34,646.00 | 130,560.00 | 34,504.00 | 34,504.00 | -0.01 | -0.01 | -0.00 | 34,788.00 | 37,692.10 | 37,554.99 | 0.00 | 37,469.61 | 37,454.62 | 34,149.00 | 34,717.00 | -84,414.29 | 37,387.72 | 37,692.10 | 37,663.25 | 18,100.00 | -161,300.00 | -161,300.00 | 37,674.36 | -161,300.00 | 18,100.00 | -161,300.00 | 18,100.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | 18,100.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-09-29 | 37,238.92 | -0.00 | 34,220.00 | -0.00 | -0.02 | 85,310.00 | 30,400.00 | 73,870.00 | -0.01 | 130,560.00 | -0.00 | 101,500.00 | 88,810.00 | 303,840.00 | 34,078.00 | 0.17 | 34,717.00 | 41,040.00 | 37,692.10 | -0.01 | 65,840.00 | 34,788.00 | 50,010.00 | 34,149.00 | 34,392.43 | -0.00 | 0.01 | 0.00 | 34,504.00 | 37,674.36 | 37,490.25 | -0.01 | 37,238.92 | 37,469.61 | 34,646.00 | 34,646.00 | -110,042.86 | 37,315.81 | 37,692.10 | 37,454.62 | 18,100.00 | -161,300.00 | -161,300.00 | 37,663.25 | -161,300.00 | 18,100.00 | -161,300.00 | 18,100.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-02 | 36,687.38 | 0.00 | 33,983.33 | -0.01 | -0.00 | 65,840.00 | 41,040.00 | 91,380.00 | -0.00 | 50,010.00 | -0.00 | 105,461.43 | 30,400.00 | 88,810.00 | 33,936.00 | 0.16 | 34,646.00 | 130,560.00 | 37,692.10 | 0.01 | 303,840.00 | 34,504.00 | 93,570.00 | 34,646.00 | 34,291.00 | 0.00 | -0.02 | -0.01 | 34,149.00 | 37,663.25 | 37,346.72 | -0.01 | 37,238.92 | 37,238.92 | 34,078.00 | 34,788.00 | -135,671.43 | 37,055.07 | 37,674.36 | 37,469.61 | 18,100.00 | -161,300.00 | -161,300.00 | 37,454.62 | -161,300.00 | 18,100.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-03 | 36,294.97 | -0.01 | 33,770.33 | -0.01 | 0.00 | 303,840.00 | 130,560.00 | 91,566.67 | 0.00 | 93,570.00 | -0.01 | 80,787.14 | 41,040.00 | 30,400.00 | 33,936.00 | 0.15 | 34,788.00 | 50,010.00 | 37,674.36 | -0.02 | 88,810.00 | 34,149.00 | 131,120.00 | 34,078.00 | 34,098.29 | -0.01 | -0.00 | -0.01 | 34,646.00 | 37,454.62 | 37,149.67 | 0.01 | 36,687.38 | 37,238.92 | 33,936.00 | 34,504.00 | -161,300.00 | 36,740.42 | 37,663.25 | 37,238.92 | 18,100.00 | -161,300.00 | -161,300.00 | 37,469.61 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-04 | 36,294.97 | 0.01 | 33,699.33 | -0.00 | -0.01 | 88,810.00 | 50,010.00 | 198,170.00 | -0.01 | 131,120.00 | -0.00 | 120,931.43 | 130,560.00 | 41,040.00 | 33,439.00 | 0.71 | 34,504.00 | 93,570.00 | 37,663.25 | -0.00 | 30,400.00 | 34,646.00 | 369,820.00 | 33,936.00 | 33,986.71 | -0.01 | 0.00 | 0.01 | 34,078.00 | 37,469.61 | 36,954.20 | -0.02 | 36,294.97 | 36,687.38 | 33,936.00 | 34,149.00 | -161,300.00 | 36,425.77 | 37,454.62 | 37,238.92 | -161,300.00 | -161,300.00 | -161,300.00 | 37,238.92 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-05 | 36,294.97 | -0.01 | 33,557.33 | -0.00 | 0.01 | 30,400.00 | 93,570.00 | 175,243.33 | -0.01 | 369,820.00 | -0.00 | 120,130.00 | 50,010.00 | 130,560.00 | 33,723.00 | 0.19 | 34,149.00 | 131,120.00 | 37,454.62 | 0.00 | 41,040.00 | 34,078.00 | 24,790.00 | 33,936.00 | 33,895.43 | 0.01 | -0.01 | -0.02 | 33,936.00 | 37,238.92 | 36,788.53 | -0.00 | 36,294.97 | 36,294.97 | 33,439.00 | 34,646.00 | -161,300.00 | 36,294.97 | 37,469.61 | 36,687.38 | -161,300.00 | -161,300.00 | -161,300.00 | 37,238.92 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-06 | 36,294.97 | 0.01 | 33,652.00 | 0.00 | -0.01 | 41,040.00 | 131,120.00 | 144,703.33 | 0.01 | 24,790.00 | -0.00 | 119,910.00 | 93,570.00 | 50,010.00 | 33,510.00 | 0.72 | 34,646.00 | 369,820.00 | 37,469.61 | -0.01 | 130,560.00 | 33,936.00 | 39,500.00 | 33,439.00 | 33,763.57 | -0.02 | 0.01 | -0.00 | 33,936.00 | 37,238.92 | 36,620.73 | 0.00 | 36,294.97 | 36,294.97 | 33,723.00 | 34,078.00 | -161,300.00 | 36,294.97 | 37,238.92 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | 36,687.38 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-09 | 36,687.38 | 0.01 | 33,817.67 | 0.00 | 0.01 | 130,560.00 | 369,820.00 | 52,060.00 | -0.02 | 39,500.00 | 0.00 | 114,385.71 | 131,120.00 | 93,570.00 | 33,723.00 | 0.74 | 34,078.00 | 24,790.00 | 37,238.92 | 0.01 | 50,010.00 | 33,936.00 | 91,890.00 | 33,723.00 | 33,783.86 | -0.00 | -0.01 | 0.00 | 33,439.00 | 36,687.38 | 36,541.94 | -0.01 | 36,294.97 | 36,294.97 | 33,510.00 | 33,936.00 | -161,300.00 | 36,425.77 | 37,238.92 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-10 | 37,029.55 | 0.01 | 34,208.00 | 0.01 | 0.01 | 50,010.00 | 24,790.00 | 101,790.00 | -0.00 | 91,890.00 | 0.00 | 132,095.71 | 369,820.00 | 131,120.00 | 34,220.00 | 0.77 | 33,936.00 | 39,500.00 | 37,238.92 | -0.01 | 93,570.00 | 33,439.00 | 173,980.00 | 33,510.00 | 33,890.29 | 0.00 | 0.01 | -0.01 | 33,723.00 | 36,294.97 | 36,512.03 | 0.01 | 36,687.38 | 36,294.97 | 33,723.00 | 33,936.00 | -161,300.00 | 36,670.63 | 36,687.38 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-11 | 37,325.96 | 0.00 | 34,563.00 | 0.01 | 0.01 | 93,570.00 | 39,500.00 | 110,056.67 | 0.00 | 173,980.00 | 0.00 | 127,914.29 | 24,790.00 | 369,820.00 | 34,681.00 | 0.74 | 33,936.00 | 91,890.00 | 36,687.38 | 0.01 | 131,120.00 | 33,723.00 | 64,300.00 | 33,723.00 | 34,012.00 | -0.01 | 0.01 | 0.01 | 33,510.00 | 36,294.97 | 36,603.25 | -0.01 | 37,029.55 | 36,687.38 | 34,220.00 | 33,439.00 | -161,300.00 | 37,014.29 | 36,294.97 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-12 | 37,807.50 | 0.03 | 35,083.67 | 0.02 | 0.00 | 131,120.00 | 91,890.00 | 149,933.33 | -0.01 | 64,300.00 | 0.01 | 139,400.00 | 39,500.00 | 24,790.00 | 34,788.00 | 0.80 | 33,439.00 | 173,980.00 | 36,294.97 | 0.01 | 369,820.00 | 33,510.00 | 211,520.00 | 34,220.00 | 34,346.71 | 0.01 | 0.01 | -0.01 | 33,723.00 | 36,294.97 | 36,819.33 | 0.01 | 37,325.96 | 37,029.55 | 34,681.00 | 33,723.00 | -161,300.00 | 37,387.67 | 36,294.97 | 36,687.38 | -161,300.00 | -161,300.00 | -161,300.00 | 36,294.97 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-13 | 37,924.52 | -0.01 | 35,344.00 | 0.01 | 0.03 | 369,820.00 | 173,980.00 | 114,073.33 | 0.01 | 211,520.00 | 0.01 | 96,054.29 | 91,890.00 | 39,500.00 | 35,782.00 | 0.23 | 33,723.00 | 64,300.00 | 36,294.97 | 0.01 | 24,790.00 | 33,723.00 | 66,400.00 | 34,681.00 | 34,595.14 | -0.01 | 0.00 | 0.01 | 34,220.00 | 36,294.97 | 37,052.12 | 0.01 | 37,807.50 | 37,325.96 | 34,788.00 | 33,510.00 | -161,300.00 | 37,685.99 | 36,294.97 | 37,029.55 | -161,300.00 | -161,300.00 | -161,300.00 | 36,687.38 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-16 | 37,646.14 | -0.03 | 35,225.67 | -0.00 | -0.01 | 24,790.00 | 64,300.00 | 136,860.00 | -0.01 | 66,400.00 | 0.00 | 111,464.29 | 173,980.00 | 91,890.00 | 35,462.00 | 0.26 | 33,510.00 | 211,520.00 | 36,294.97 | 0.00 | 39,500.00 | 34,220.00 | 132,660.00 | 34,788.00 | 34,727.00 | 0.01 | 0.03 | 0.01 | 34,681.00 | 36,687.38 | 37,245.15 | 0.01 | 37,924.52 | 37,807.50 | 35,782.00 | 33,723.00 | -161,300.00 | 37,792.72 | 36,294.97 | 37,325.96 | -161,300.00 | -161,300.00 | -161,300.00 | 37,029.55 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-17 | 37,197.74 | 0.00 | 34,776.00 | -0.01 | -0.03 | 39,500.00 | 211,520.00 | 82,276.67 | 0.01 | 132,660.00 | 0.00 | 112,645.71 | 64,300.00 | 173,980.00 | 34,433.00 | 0.17 | 33,723.00 | 66,400.00 | 36,294.97 | 0.03 | 91,890.00 | 34,681.00 | 47,770.00 | 35,782.00 | 34,828.43 | 0.01 | -0.01 | 0.01 | 34,788.00 | 37,029.55 | 37,374.11 | 0.00 | 37,646.14 | 37,924.52 | 35,462.00 | 34,220.00 | -161,300.00 | 37,589.47 | 36,687.38 | 37,807.50 | -161,300.00 | -161,300.00 | -161,300.00 | 37,325.96 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-18 | 36,883.59 | -0.01 | 34,291.00 | -0.01 | 0.00 | 91,890.00 | 66,400.00 | 112,720.00 | 0.01 | 47,770.00 | -0.00 | 122,051.43 | 211,520.00 | 64,300.00 | 34,433.00 | 0.20 | 34,220.00 | 132,660.00 | 36,687.38 | -0.01 | 173,980.00 | 34,788.00 | 157,730.00 | 35,462.00 | 34,798.00 | 0.01 | -0.03 | 0.00 | 35,782.00 | 37,325.96 | 37,402.14 | 0.03 | 37,197.74 | 37,646.14 | 34,433.00 | 34,681.00 | -161,300.00 | 37,242.49 | 37,029.55 | 37,924.52 | -161,300.00 | -161,300.00 | -161,300.00 | 37,807.50 | -161,300.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 1.00 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-19 | 36,883.59 | 0.00 | 34,149.00 | -0.00 | -0.01 | 173,980.00 | 132,660.00 | 99,550.00 | 0.01 | 157,730.00 | -0.00 | 110,504.29 | 66,400.00 | 211,520.00 | 34,007.00 | 0.16 | 34,681.00 | 47,770.00 | 37,029.55 | -0.03 | 64,300.00 | 35,782.00 | 93,150.00 | 34,433.00 | 34,701.71 | 0.00 | 0.00 | 0.03 | 35,462.00 | 37,807.50 | 37,381.29 | -0.01 | 36,883.59 | 37,197.74 | 34,433.00 | 34,788.00 | -215,528.57 | 36,988.31 | 37,325.96 | 37,646.14 | -161,300.00 | -161,300.00 | -287,833.33 | 37,924.52 | -540,900.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.33 | -161,300.00 | 3.00 | 1.00 | 1.14 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-20 | 36,687.38 | -0.00 | 33,959.67 | -0.01 | 0.00 | 64,300.00 | 47,770.00 | 94,040.00 | 0.00 | 93,150.00 | -0.00 | 105,781.43 | 132,660.00 | 66,400.00 | 34,007.00 | 0.16 | 34,788.00 | 157,730.00 | 37,325.96 | 0.00 | 211,520.00 | 35,462.00 | 31,240.00 | 34,433.00 | 34,569.86 | 0.03 | -0.01 | -0.01 | 34,433.00 | 37,924.52 | 37,290.07 | -0.03 | 36,883.59 | 36,883.59 | 34,007.00 | 35,782.00 | -269,757.14 | 36,818.19 | 37,807.50 | 37,197.74 | -161,300.00 | -161,300.00 | -414,366.67 | 37,646.14 | -540,900.00 | -161,300.00 | -161,300.00 | -161,300.00 | 1.67 | -540,900.00 | 3.00 | 1.00 | 1.29 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-23 | 36,294.97 | -0.01 | 33,746.67 | -0.01 | -0.00 | 211,520.00 | 157,730.00 | 84,423.33 | 0.03 | 31,240.00 | -0.01 | 93,975.71 | 47,770.00 | 132,660.00 | 33,865.00 | 0.19 | 35,782.00 | 93,150.00 | 37,807.50 | -0.01 | 66,400.00 | 34,433.00 | 128,880.00 | 34,007.00 | 34,225.00 | -0.01 | 0.00 | -0.03 | 34,433.00 | 37,646.14 | 37,073.99 | 0.00 | 36,687.38 | 36,883.59 | 34,007.00 | 35,462.00 | -323,985.71 | 36,621.98 | 37,924.52 | 36,883.59 | -161,300.00 | -161,300.00 | -540,900.00 | 37,197.74 | -540,900.00 | -161,300.00 | -540,900.00 | -161,300.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 1.43 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-24 | 35,972.76 | -0.02 | 33,297.00 | -0.01 | -0.01 | 66,400.00 | 93,150.00 | 131,633.33 | -0.01 | 128,880.00 | -0.01 | 118,030.00 | 157,730.00 | 47,770.00 | 33,368.00 | 0.23 | 35,462.00 | 31,240.00 | 37,924.52 | 0.00 | 132,660.00 | 34,433.00 | 234,780.00 | 34,007.00 | 33,824.43 | -0.03 | -0.00 | 0.00 | 34,007.00 | 37,197.74 | 36,795.17 | -0.01 | 36,294.97 | 36,687.38 | 33,865.00 | 34,433.00 | -378,214.29 | 36,318.37 | 37,646.14 | 36,883.59 | -161,300.00 | -540,900.00 | -540,900.00 | 36,883.59 | -540,900.00 | -161,300.00 | -540,900.00 | -161,300.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 1.57 | -161,300.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-25 | 35,828.04 | 0.01 | 33,036.67 | -0.01 | -0.02 | 132,660.00 | 31,240.00 | 130,560.00 | -0.03 | 234,780.00 | -0.01 | 103,081.43 | 93,150.00 | 157,730.00 | 32,658.00 | 0.72 | 34,433.00 | 128,880.00 | 37,646.14 | -0.00 | 47,770.00 | 34,007.00 | 28,020.00 | 33,865.00 | 33,631.71 | 0.00 | -0.01 | -0.01 | 34,007.00 | 36,883.59 | 36,535.44 | 0.00 | 35,972.76 | 36,294.97 | 33,368.00 | 34,433.00 | -432,442.86 | 36,031.93 | 37,197.74 | 36,687.38 | -161,300.00 | -540,900.00 | -540,900.00 | 36,883.59 | -540,900.00 | -161,300.00 | -540,900.00 | -161,300.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 1.71 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-26 | 34,705.56 | -0.05 | 32,338.67 | -0.02 | 0.01 | 47,770.00 | 128,880.00 | 194,436.67 | 0.00 | 28,020.00 | -0.01 | 142,044.29 | 31,240.00 | 93,150.00 | 33,084.00 | 0.24 | 34,433.00 | 234,780.00 | 37,197.74 | -0.01 | 157,730.00 | 34,007.00 | 320,510.00 | 33,368.00 | 33,180.43 | -0.01 | -0.02 | 0.00 | 33,865.00 | 36,883.59 | 36,179.41 | -0.00 | 35,828.04 | 35,972.76 | 32,658.00 | 34,007.00 | -486,671.43 | 35,502.12 | 36,883.59 | 36,294.97 | -161,300.00 | -540,900.00 | -540,900.00 | 36,687.38 | -540,900.00 | -161,300.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 1.86 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-27 | 34,745.16 | 0.02 | 32,078.33 | -0.01 | -0.05 | 157,730.00 | 234,780.00 | 122,806.67 | -0.01 | 320,510.00 | -0.01 | 122,352.86 | 128,880.00 | 31,240.00 | 31,274.00 | 0.74 | 34,007.00 | 28,020.00 | 36,883.59 | -0.02 | 93,150.00 | 33,865.00 | 19,890.00 | 32,658.00 | 32,876.14 | 0.00 | 0.01 | -0.00 | 33,368.00 | 36,687.38 | 35,873.92 | -0.01 | 34,705.56 | 35,828.04 | 33,084.00 | 34,007.00 | -540,900.00 | 35,092.92 | 36,883.59 | 35,972.76 | -161,300.00 | -540,900.00 | -540,900.00 | 36,294.97 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-30 | 34,339.90 | -0.00 | 31,640.67 | -0.01 | 0.02 | 93,150.00 | 28,020.00 | 170,386.67 | 0.00 | 19,890.00 | -0.01 | 133,440.00 | 234,780.00 | 128,880.00 | 31,877.00 | 0.26 | 34,007.00 | 320,510.00 | 36,883.59 | 0.01 | 31,240.00 | 33,368.00 | 170,760.00 | 33,084.00 | 32,556.71 | -0.00 | -0.05 | -0.01 | 32,658.00 | 36,294.97 | 35,510.54 | -0.02 | 34,745.16 | 34,705.56 | 31,274.00 | 33,865.00 | -540,900.00 | 34,596.87 | 36,687.38 | 35,828.04 | -540,900.00 | -540,900.00 | -540,900.00 | 35,972.76 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-10-31 | 34,339.90 | -0.03 | 31,510.33 | -0.00 | -0.00 | 31,240.00 | 320,510.00 | 115,800.00 | -0.00 | 170,760.00 | -0.01 | 151,370.00 | 28,020.00 | 234,780.00 | 31,771.00 | 0.26 | 33,865.00 | 19,890.00 | 36,687.38 | -0.05 | 128,880.00 | 32,658.00 | 156,750.00 | 31,274.00 | 32,130.71 | -0.01 | 0.02 | -0.02 | 33,084.00 | 35,972.76 | 35,175.19 | 0.01 | 34,339.90 | 34,745.16 | 31,877.00 | 33,368.00 | -540,900.00 | 34,474.99 | 36,294.97 | 34,705.56 | -540,900.00 | -540,900.00 | -540,900.00 | 35,828.04 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-01 | 34,339.90 | 0.00 | 31,179.00 | -0.01 | -0.03 | 128,880.00 | 19,890.00 | 144,283.33 | -0.01 | 156,750.00 | -0.01 | 148,007.14 | 320,510.00 | 28,020.00 | 30,883.00 | 0.22 | 33,368.00 | 170,760.00 | 36,294.97 | 0.02 | 234,780.00 | 33,084.00 | 105,340.00 | 31,877.00 | 31,775.71 | -0.02 | -0.00 | 0.01 | 31,274.00 | 35,828.04 | 34,895.89 | -0.05 | 34,339.90 | 34,339.90 | 31,771.00 | 32,658.00 | -540,900.00 | 34,339.90 | 35,972.76 | 34,745.16 | -540,900.00 | -540,900.00 | -540,900.00 | 34,705.56 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-02 | 34,339.90 | 0.02 | 31,108.00 | -0.00 | 0.00 | 234,780.00 | 170,760.00 | 132,470.00 | -0.02 | 105,340.00 | -0.00 | 133,798.57 | 19,890.00 | 320,510.00 | 30,883.00 | 0.73 | 32,658.00 | 156,750.00 | 35,972.76 | -0.00 | 28,020.00 | 31,274.00 | 135,320.00 | 31,771.00 | 31,618.57 | 0.01 | -0.03 | -0.05 | 31,877.00 | 34,705.56 | 34,662.62 | 0.02 | 34,339.90 | 34,339.90 | 30,883.00 | 33,084.00 | -540,900.00 | 34,339.90 | 35,828.04 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | 34,745.16 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-03 | 34,339.90 | 0.01 | 31,404.00 | 0.01 | 0.02 | 28,020.00 | 156,750.00 | 140,830.00 | 0.01 | 135,320.00 | -0.01 | 155,771.43 | 170,760.00 | 19,890.00 | 31,558.00 | 0.81 | 33,084.00 | 105,340.00 | 35,828.04 | -0.03 | 320,510.00 | 31,877.00 | 181,830.00 | 30,883.00 | 31,431.00 | -0.05 | 0.00 | 0.02 | 31,771.00 | 34,745.16 | 34,450.03 | -0.00 | 34,339.90 | 34,339.90 | 30,883.00 | 31,274.00 | -540,900.00 | 34,339.90 | 34,705.56 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-06 | 34,534.51 | 0.01 | 31,759.00 | 0.01 | 0.01 | 320,510.00 | 105,340.00 | 120,613.33 | -0.05 | 181,830.00 | 0.00 | 116,368.57 | 156,750.00 | 170,760.00 | 31,771.00 | 0.83 | 31,274.00 | 135,320.00 | 34,705.56 | 0.00 | 19,890.00 | 31,771.00 | 44,690.00 | 30,883.00 | 31,527.29 | 0.02 | 0.02 | -0.00 | 30,883.00 | 34,339.90 | 34,425.59 | -0.03 | 34,339.90 | 34,339.90 | 31,558.00 | 31,877.00 | -540,900.00 | 34,404.77 | 34,745.16 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-07 | 34,705.56 | 0.02 | 32,125.67 | 0.01 | 0.01 | 19,890.00 | 135,320.00 | 103,896.67 | 0.02 | 44,690.00 | 0.00 | 125,694.29 | 105,340.00 | 156,750.00 | 31,948.00 | 0.82 | 31,877.00 | 181,830.00 | 34,745.16 | 0.02 | 170,760.00 | 30,883.00 | 85,170.00 | 31,558.00 | 31,638.86 | -0.00 | 0.01 | -0.03 | 30,883.00 | 34,339.90 | 34,419.94 | 0.00 | 34,534.51 | 34,339.90 | 31,771.00 | 31,771.00 | -540,900.00 | 34,526.65 | 34,339.90 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-08 | 35,281.42 | 0.01 | 32,539.67 | 0.01 | 0.02 | 170,760.00 | 181,830.00 | 63,083.33 | -0.00 | 85,170.00 | 0.01 | 109,784.29 | 135,320.00 | 105,340.00 | 32,658.00 | 0.83 | 31,771.00 | 44,690.00 | 34,339.90 | 0.01 | 156,750.00 | 30,883.00 | 59,390.00 | 31,771.00 | 31,816.29 | -0.03 | 0.01 | 0.00 | 31,558.00 | 34,339.90 | 34,554.44 | 0.02 | 34,705.56 | 34,534.51 | 31,948.00 | 30,883.00 | -540,900.00 | 34,840.50 | 34,339.90 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-09 | 35,788.44 | 0.00 | 32,942.00 | 0.01 | 0.01 | 156,750.00 | 44,690.00 | 68,313.33 | -0.03 | 59,390.00 | 0.01 | 96,017.14 | 181,830.00 | 135,320.00 | 33,013.00 | 0.80 | 30,883.00 | 85,170.00 | 34,339.90 | 0.01 | 105,340.00 | 31,558.00 | 60,380.00 | 31,948.00 | 32,140.86 | 0.00 | 0.02 | 0.02 | 31,771.00 | 34,339.90 | 34,761.37 | 0.01 | 35,281.42 | 34,705.56 | 32,658.00 | 30,883.00 | -540,900.00 | 35,258.47 | 34,339.90 | 34,534.51 | -540,900.00 | -540,900.00 | -540,900.00 | 34,339.90 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-10 | 35,828.04 | -0.01 | 33,048.33 | 0.00 | 0.00 | 105,340.00 | 85,170.00 | 96,703.33 | 0.00 | 60,380.00 | 0.01 | 105,302.86 | 44,690.00 | 181,830.00 | 33,155.00 | 0.30 | 30,883.00 | 59,390.00 | 34,339.90 | 0.02 | 135,320.00 | 31,771.00 | 170,340.00 | 32,658.00 | 32,440.00 | 0.02 | 0.01 | 0.01 | 31,948.00 | 34,339.90 | 34,973.97 | 0.01 | 35,788.44 | 35,281.42 | 33,013.00 | 31,558.00 | -540,900.00 | 35,632.63 | 34,339.90 | 34,705.56 | -540,900.00 | -540,900.00 | -540,900.00 | 34,534.51 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-13 | 35,828.04 | -0.00 | 32,989.00 | -0.00 | -0.01 | 135,320.00 | 59,390.00 | 157,686.67 | 0.02 | 170,340.00 | 0.01 | 120,591.43 | 85,170.00 | 44,690.00 | 32,977.00 | 0.28 | 31,558.00 | 60,380.00 | 34,339.90 | 0.01 | 181,830.00 | 31,948.00 | 242,340.00 | 33,013.00 | 32,622.43 | 0.01 | 0.00 | 0.01 | 32,658.00 | 34,534.51 | 35,186.56 | 0.02 | 35,828.04 | 35,788.44 | 33,155.00 | 31,771.00 | -540,900.00 | 35,814.84 | 34,339.90 | 35,281.42 | -540,900.00 | -540,900.00 | -540,900.00 | 34,705.56 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-14 | 35,972.76 | 0.02 | 33,154.67 | 0.01 | -0.00 | 181,830.00 | 60,380.00 | 244,490.00 | 0.01 | 242,340.00 | 0.01 | 140,442.86 | 59,390.00 | 85,170.00 | 32,835.00 | 0.80 | 31,771.00 | 170,340.00 | 34,339.90 | 0.00 | 44,690.00 | 32,658.00 | 320,790.00 | 33,155.00 | 32,891.14 | 0.01 | -0.01 | 0.02 | 33,013.00 | 34,705.56 | 35,419.83 | 0.01 | 35,828.04 | 35,828.04 | 32,977.00 | 31,948.00 | -540,900.00 | 35,876.28 | 34,534.51 | 35,788.44 | -540,900.00 | -540,900.00 | -540,900.00 | 35,281.42 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-15 | 36,068.69 | -0.00 | 33,356.00 | 0.01 | 0.02 | 44,690.00 | 170,340.00 | 241,780.00 | 0.01 | 320,790.00 | 0.01 | 157,231.43 | 60,380.00 | 59,390.00 | 33,652.00 | 0.33 | 31,948.00 | 242,340.00 | 34,534.51 | -0.01 | 85,170.00 | 33,013.00 | 162,210.00 | 32,977.00 | 33,124.43 | 0.02 | -0.00 | 0.01 | 33,155.00 | 35,281.42 | 35,638.99 | 0.00 | 35,972.76 | 35,828.04 | 32,835.00 | 32,658.00 | -540,900.00 | 35,956.50 | 34,705.56 | 35,828.04 | -540,900.00 | -540,900.00 | -540,900.00 | 35,788.44 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-16 | 36,294.97 | 0.00 | 33,652.00 | 0.01 | -0.00 | 85,170.00 | 242,340.00 | 208,533.33 | 0.02 | 162,210.00 | 0.00 | 165,435.71 | 170,340.00 | 60,380.00 | 33,581.00 | 0.81 | 32,658.00 | 320,790.00 | 34,705.56 | -0.00 | 59,390.00 | 33,155.00 | 142,600.00 | 32,835.00 | 33,276.57 | 0.01 | 0.02 | 0.00 | 32,977.00 | 35,788.44 | 35,866.05 | -0.01 | 36,068.69 | 35,972.76 | 33,652.00 | 33,013.00 | -540,900.00 | 36,112.14 | 35,281.42 | 35,828.04 | -540,900.00 | -540,900.00 | -540,900.00 | 35,828.04 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-17 | 36,294.97 | -0.00 | 33,663.67 | 0.00 | 0.00 | 59,390.00 | 320,790.00 | 118,226.67 | 0.01 | 142,600.00 | 0.00 | 164,075.71 | 242,340.00 | 170,340.00 | 33,723.00 | 0.26 | 33,013.00 | 162,210.00 | 35,281.42 | 0.02 | 60,380.00 | 32,977.00 | 49,870.00 | 33,652.00 | 33,372.86 | 0.00 | -0.00 | -0.01 | 32,835.00 | 35,828.04 | 36,010.85 | -0.00 | 36,294.97 | 36,068.69 | 33,581.00 | 33,155.00 | -540,900.00 | 36,219.54 | 35,788.44 | 35,972.76 | -540,900.00 | -540,900.00 | -540,900.00 | 35,828.04 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-20 | 36,294.97 | -0.00 | 33,663.67 | 0.00 | -0.00 | 60,380.00 | 162,210.00 | 91,660.00 | 0.00 | 49,870.00 | 0.00 | 167,237.14 | 320,790.00 | 242,340.00 | 33,687.00 | 0.25 | 33,155.00 | 142,600.00 | 35,788.44 | -0.00 | 170,340.00 | 32,835.00 | 82,510.00 | 33,581.00 | 33,433.71 | -0.01 | 0.00 | -0.00 | 33,652.00 | 35,828.04 | 36,083.21 | 0.02 | 36,294.97 | 36,294.97 | 33,723.00 | 32,977.00 | -540,900.00 | 36,294.97 | 35,828.04 | 36,068.69 | -540,900.00 | -540,900.00 | -540,900.00 | 35,972.76 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-21 | 37,029.55 | 0.05 | 34,137.00 | 0.01 | -0.00 | 170,340.00 | 142,600.00 | 215,400.00 | -0.01 | 82,510.00 | 0.01 | 216,305.71 | 162,210.00 | 320,790.00 | 33,581.00 | 0.84 | 32,977.00 | 49,870.00 | 35,828.04 | 0.00 | 242,340.00 | 33,652.00 | 513,820.00 | 33,723.00 | 33,743.14 | -0.00 | -0.00 | 0.02 | 33,581.00 | 35,972.76 | 36,254.85 | -0.00 | 36,294.97 | 36,294.97 | 33,687.00 | 32,835.00 | -540,900.00 | 36,539.83 | 35,828.04 | 36,294.97 | -540,900.00 | -540,900.00 | -540,900.00 | 36,068.69 | -540,900.00 | -540,900.00 | -540,900.00 | -540,900.00 | 2.00 | -540,900.00 | 3.00 | 2.00 | 2.00 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-22 | 37,325.96 | -0.00 | 34,610.33 | 0.01 | 0.05 | 242,340.00 | 49,870.00 | 219,136.67 | -0.00 | 513,820.00 | 0.01 | 190,411.43 | 142,600.00 | 162,210.00 | 35,143.00 | 0.30 | 32,835.00 | 82,510.00 | 35,828.04 | -0.00 | 320,790.00 | 33,581.00 | 61,080.00 | 33,687.00 | 34,067.71 | 0.02 | -0.00 | -0.00 | 33,723.00 | 36,068.69 | 36,468.84 | 0.00 | 37,029.55 | 36,294.97 | 33,581.00 | 33,652.00 | -435,057.14 | 36,883.49 | 35,972.76 | 36,294.97 | -540,900.00 | -540,900.00 | -293,933.33 | 36,294.97 | 200,000.00 | -540,900.00 | -540,900.00 | -540,900.00 | 1.67 | -540,900.00 | 3.00 | 2.00 | 1.86 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-23 | 37,197.74 | -0.03 | 34,787.67 | 0.01 | -0.00 | 320,790.00 | 82,510.00 | 227,773.33 | 0.02 | 61,080.00 | 0.00 | 160,072.86 | 49,870.00 | 142,600.00 | 35,107.00 | 0.30 | 33,652.00 | 513,820.00 | 35,972.76 | -0.00 | 162,210.00 | 33,723.00 | 108,420.00 | 33,581.00 | 34,133.57 | -0.00 | 0.05 | 0.00 | 33,687.00 | 36,294.97 | 36,643.84 | -0.00 | 37,325.96 | 37,029.55 | 35,143.00 | 33,581.00 | -329,214.29 | 37,184.42 | 36,068.69 | 36,294.97 | -540,900.00 | -540,900.00 | -46,966.67 | 36,294.97 | 200,000.00 | -540,900.00 | -540,900.00 | -540,900.00 | 1.33 | 200,000.00 | 3.00 | 2.00 | 1.71 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-24 | 37,283.40 | 0.02 | 34,622.00 | -0.00 | -0.03 | 162,210.00 | 513,820.00 | 87,973.33 | -0.00 | 108,420.00 | 0.00 | 150,388.57 | 82,510.00 | 49,870.00 | 34,113.00 | 0.71 | 33,581.00 | 61,080.00 | 36,068.69 | 0.05 | 142,600.00 | 33,687.00 | 94,420.00 | 35,143.00 | 34,285.71 | 0.00 | -0.00 | -0.00 | 33,581.00 | 36,294.97 | 36,817.37 | -0.00 | 37,197.74 | 37,325.96 | 35,107.00 | 33,723.00 | -223,371.43 | 37,269.04 | 36,294.97 | 37,029.55 | -540,900.00 | -540,900.00 | 200,000.00 | 36,294.97 | 200,000.00 | -540,900.00 | 200,000.00 | -540,900.00 | 1.00 | 200,000.00 | 3.00 | 2.00 | 1.57 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-27 | 37,021.09 | -0.00 | 34,444.67 | -0.00 | 0.02 | 142,600.00 | 61,080.00 | 104,970.00 | 0.00 | 94,420.00 | 0.00 | 146,027.14 | 513,820.00 | 82,510.00 | 34,646.00 | 0.27 | 33,723.00 | 108,420.00 | 36,294.97 | -0.00 | 49,870.00 | 33,581.00 | 112,070.00 | 35,107.00 | 34,407.43 | -0.00 | -0.03 | -0.00 | 35,143.00 | 36,294.97 | 36,921.10 | 0.05 | 37,283.40 | 37,197.74 | 34,113.00 | 33,687.00 | -117,528.57 | 37,167.41 | 36,294.97 | 37,325.96 | -540,900.00 | 200,000.00 | 200,000.00 | 37,029.55 | 200,000.00 | -540,900.00 | 200,000.00 | -540,900.00 | 1.00 | 200,000.00 | 3.00 | 2.00 | 1.43 | -540,900.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-28 | 37,225.83 | 0.00 | 34,610.33 | 0.00 | -0.00 | 49,870.00 | 108,420.00 | 98,666.67 | -0.00 | 112,070.00 | 0.00 | 151,690.00 | 61,080.00 | 513,820.00 | 34,575.00 | 0.75 | 33,687.00 | 94,420.00 | 36,294.97 | -0.03 | 82,510.00 | 35,143.00 | 89,510.00 | 34,113.00 | 34,539.29 | -0.00 | 0.02 | 0.05 | 35,107.00 | 37,029.55 | 37,054.08 | -0.00 | 37,021.09 | 37,283.40 | 34,646.00 | 33,581.00 | -11,685.71 | 37,176.77 | 36,294.97 | 37,197.74 | -540,900.00 | 200,000.00 | 200,000.00 | 37,325.96 | 200,000.00 | -540,900.00 | 200,000.00 | -540,900.00 | 1.00 | 200,000.00 | 3.00 | 2.00 | 1.29 | 200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-29 | 37,325.96 | 0.00 | 34,645.67 | 0.00 | 0.00 | 82,510.00 | 94,420.00 | 367,950.00 | -0.00 | 89,510.00 | 0.01 | 268,798.57 | 108,420.00 | 61,080.00 | 34,610.00 | 0.77 | 33,581.00 | 112,070.00 | 36,294.97 | 0.02 | 513,820.00 | 35,107.00 | 902,270.00 | 34,646.00 | 34,706.57 | 0.05 | -0.00 | -0.00 | 34,113.00 | 37,325.96 | 37,201.36 | -0.03 | 37,225.83 | 37,021.09 | 34,575.00 | 35,143.00 | 94,157.14 | 37,190.96 | 37,029.55 | 37,283.40 | -540,900.00 | 200,000.00 | 200,000.00 | 37,197.74 | 200,000.00 | -540,900.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.14 | 200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-11-30 | 37,325.96 | -0.00 | 34,693.00 | 0.00 | 0.00 | 513,820.00 | 112,070.00 | 424,120.00 | 0.05 | 902,270.00 | -0.00 | 235,478.57 | 94,420.00 | 108,420.00 | 34,752.00 | 0.27 | 35,143.00 | 89,510.00 | 37,029.55 | -0.00 | 61,080.00 | 34,113.00 | 280,580.00 | 34,575.00 | 34,645.71 | -0.00 | 0.00 | -0.03 | 34,646.00 | 37,197.74 | 37,243.71 | 0.02 | 37,325.96 | 37,225.83 | 34,610.00 | 35,107.00 | 200,000.00 | 37,292.58 | 37,325.96 | 37,021.09 | -540,900.00 | 200,000.00 | 200,000.00 | 37,283.40 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-01 | 37,283.40 | -0.00 | 34,705.00 | 0.00 | -0.00 | 61,080.00 | 89,510.00 | 430,843.33 | -0.00 | 280,580.00 | -0.00 | 242,421.43 | 112,070.00 | 94,420.00 | 34,717.00 | 0.23 | 35,107.00 | 902,270.00 | 37,325.96 | 0.00 | 108,420.00 | 34,646.00 | 109,680.00 | 34,610.00 | 34,579.86 | -0.03 | 0.00 | 0.02 | 34,575.00 | 37,283.40 | 37,237.63 | -0.00 | 37,325.96 | 37,325.96 | 34,752.00 | 34,113.00 | 200,000.00 | 37,311.77 | 37,197.74 | 37,225.83 | 200,000.00 | 200,000.00 | 200,000.00 | 37,021.09 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-04 | 37,180.00 | -0.01 | 34,575.00 | -0.00 | -0.00 | 108,420.00 | 902,270.00 | 216,890.00 | -0.03 | 109,680.00 | 0.00 | 264,134.29 | 89,510.00 | 112,070.00 | 34,646.00 | 0.25 | 34,113.00 | 280,580.00 | 37,197.74 | 0.00 | 94,420.00 | 34,575.00 | 260,410.00 | 34,752.00 | 34,615.43 | 0.02 | -0.00 | -0.00 | 34,610.00 | 37,021.09 | 37,235.09 | 0.00 | 37,283.40 | 37,325.96 | 34,717.00 | 34,646.00 | 200,000.00 | 37,263.12 | 37,283.40 | 37,325.96 | 200,000.00 | 200,000.00 | 200,000.00 | 37,225.83 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-05 | 37,103.24 | 0.00 | 34,489.00 | -0.00 | -0.01 | 94,420.00 | 280,580.00 | 155,850.00 | 0.02 | 260,410.00 | -0.00 | 264,568.57 | 902,270.00 | 89,510.00 | 34,362.00 | 0.65 | 34,646.00 | 109,680.00 | 37,283.40 | -0.00 | 112,070.00 | 34,610.00 | 97,460.00 | 34,717.00 | 34,588.71 | -0.00 | -0.00 | 0.00 | 34,752.00 | 37,225.83 | 37,209.35 | 0.00 | 37,180.00 | 37,283.40 | 34,646.00 | 34,575.00 | 200,000.00 | 37,188.88 | 37,021.09 | 37,325.96 | 200,000.00 | 200,000.00 | 200,000.00 | 37,325.96 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 600.00 | 600.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 600.00 | 21.62 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-06 | 37,325.96 | 0.02 | 34,652.00 | 0.00 | 0.00 | 112,070.00 | 109,680.00 | 175,160.00 | -0.00 | 97,460.00 | 0.00 | 272,502.86 | 280,580.00 | 902,270.00 | 34,459.00 | 0.72 | 34,575.00 | 260,410.00 | 37,021.09 | -0.00 | 89,510.00 | 34,752.00 | 167,610.00 | 34,646.00 | 34,668.71 | 0.00 | -0.01 | 0.00 | 34,717.00 | 37,325.96 | 37,252.91 | -0.00 | 37,103.24 | 37,180.00 | 34,362.00 | 34,610.00 | 200,000.00 | 37,203.07 | 37,225.83 | 37,283.40 | 200,000.00 | 200,000.00 | 200,000.00 | 37,325.96 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 17.44 | 19.83 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 600.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 514.29 | 400.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 3.00 | 2.71 | 2.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-07 | 37,343.70 | -0.01 | 34,789.67 | 0.00 | 0.02 | 89,510.00 | 260,410.00 | 206,940.00 | 0.00 | 167,610.00 | 0.00 | 310,537.14 | 109,680.00 | 280,580.00 | 35,135.00 | 0.28 | 34,610.00 | 97,460.00 | 37,225.83 | -0.01 | 902,270.00 | 34,717.00 | 355,750.00 | 34,362.00 | 34,692.29 | 0.00 | 0.00 | -0.00 | 34,646.00 | 37,325.96 | 37,269.75 | -0.00 | 37,325.96 | 37,103.24 | 34,459.00 | 34,752.00 | 200,000.00 | 37,257.63 | 37,325.96 | 37,180.00 | 200,000.00 | 200,000.00 | 200,000.00 | 37,283.40 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 13.27 | 18.04 | 9.09 | 21.62 | 21.62 | 21.62 | 21.62 | 21.62 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 600.00 | 3.00 | 428.57 | 200.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 3.00 | 1.00 | 2.43 | 1.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-08 | 37,565.29 | 0.01 | 35,000.00 | 0.01 | -0.01 | 902,270.00 | 97,460.00 | 259,366.67 | 0.00 | 355,750.00 | 0.00 | 218,032.86 | 260,410.00 | 109,680.00 | 34,775.00 | 0.77 | 34,752.00 | 167,610.00 | 37,325.96 | 0.00 | 280,580.00 | 34,646.00 | 254,740.00 | 34,459.00 | 34,740.57 | -0.00 | 0.02 | -0.00 | 34,362.00 | 37,283.40 | 37,303.94 | -0.01 | 37,343.70 | 37,325.96 | 35,135.00 | 34,717.00 | 200,000.00 | 37,411.65 | 37,325.96 | 37,103.24 | 200,000.00 | 200,000.00 | 200,000.00 | 37,180.00 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 21.62 | 600.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 9.09 | 16.25 | 9.09 | 9.09 | 21.62 | 21.62 | 21.62 | 21.62 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 3.00 | 342.86 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 3.00 | 1.00 | 1.00 | 2.14 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-11 | 37,565.29 | -0.00 | 34,955.00 | -0.00 | 0.01 | 280,580.00 | 167,610.00 | 219,960.00 | -0.00 | 254,740.00 | 0.00 | 185,005.71 | 97,460.00 | 260,410.00 | 35,090.00 | 0.22 | 34,717.00 | 355,750.00 | 37,325.96 | 0.02 | 109,680.00 | 34,362.00 | 49,390.00 | 35,135.00 | 34,781.00 | -0.00 | -0.01 | -0.01 | 34,459.00 | 37,180.00 | 37,338.13 | 0.00 | 37,565.29 | 37,343.70 | 34,775.00 | 34,646.00 | 200,000.00 | 37,491.43 | 37,283.40 | 37,325.96 | 200,000.00 | 200,000.00 | 200,000.00 | 37,103.24 | 200,000.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 21.62 | 0.00 | 1.00 | 600.00 | 600.00 | 600.00 | 600.00 | 9.09 | 14.46 | 9.09 | 9.09 | 9.09 | 21.62 | 21.62 | 21.62 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 3.00 | 257.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 1.00 | 1.00 | 1.00 | 1.86 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-12 | 37,565.29 | 0.00 | 35,075.00 | 0.00 | -0.00 | 109,680.00 | 355,750.00 | 227,213.33 | -0.00 | 49,390.00 | 0.00 | 223,267.14 | 167,610.00 | 97,460.00 | 35,000.00 | 0.75 | 34,646.00 | 254,740.00 | 37,283.40 | -0.01 | 260,410.00 | 34,459.00 | 377,510.00 | 34,775.00 | 34,850.86 | -0.01 | 0.01 | 0.00 | 35,135.00 | 37,103.24 | 37,378.40 | 0.02 | 37,565.29 | 37,565.29 | 35,090.00 | 34,362.00 | 108,685.71 | 37,565.29 | 37,180.00 | 37,343.70 | 200,000.00 | 200,000.00 | -13,066.67 | 37,325.96 | -439,200.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | 200,000.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 21.62 | 0.00 | 1.00 | 0.00 | 600.00 | 600.00 | 600.00 | 9.09 | 12.67 | 9.09 | 9.09 | 9.09 | 9.09 | 21.62 | 21.62 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 171.43 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 3.00 | 1.00 | 1.00 | 1.00 | 1.57 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-13 | 37,565.29 | -0.00 | 35,060.00 | -0.00 | 0.00 | 260,410.00 | 254,740.00 | 240,683.33 | -0.01 | 377,510.00 | 0.00 | 228,230.00 | 355,750.00 | 167,610.00 | 35,135.00 | 0.25 | 34,362.00 | 49,390.00 | 37,180.00 | 0.01 | 97,460.00 | 35,135.00 | 295,150.00 | 35,090.00 | 34,948.43 | 0.00 | -0.00 | 0.02 | 34,775.00 | 37,325.96 | 37,433.44 | -0.01 | 37,565.29 | 37,565.29 | 35,000.00 | 34,459.00 | 17,371.43 | 37,565.29 | 37,103.24 | 37,565.29 | 200,000.00 | 200,000.00 | -226,133.33 | 37,343.70 | -439,200.00 | 200,000.00 | 200,000.00 | 200,000.00 | 1.00 | -439,200.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 21.62 | 0.00 | 1.00 | 0.00 | 0.00 | 600.00 | 600.00 | 9.09 | 10.88 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 21.62 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 85.71 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 3.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.29 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-14 | 37,565.29 | 0.00 | 35,075.00 | 0.00 | -0.00 | 97,460.00 | 49,390.00 | 278,980.00 | 0.00 | 295,150.00 | 0.00 | 237,775.71 | 254,740.00 | 355,750.00 | 35,045.00 | 0.24 | 34,459.00 | 377,510.00 | 37,103.24 | -0.00 | 167,610.00 | 34,775.00 | 164,280.00 | 35,000.00 | 35,032.14 | 0.02 | 0.00 | -0.01 | 35,090.00 | 37,343.70 | 37,499.45 | 0.01 | 37,565.29 | 37,565.29 | 35,135.00 | 35,135.00 | -73,942.86 | 37,565.29 | 37,325.96 | 37,565.29 | 200,000.00 | 200,000.00 | -439,200.00 | 37,565.29 | -439,200.00 | 200,000.00 | -439,200.00 | 200,000.00 | 1.00 | -439,200.00 | 3.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 600.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 21.62 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-15 | 37,565.29 | 0.00 | 35,075.00 | 0.00 | 0.00 | 167,610.00 | 377,510.00 | 273,763.33 | 0.02 | 164,280.00 | 0.00 | 265,525.71 | 49,390.00 | 254,740.00 | 35,045.00 | 0.69 | 35,135.00 | 295,150.00 | 37,325.96 | 0.00 | 355,750.00 | 35,090.00 | 361,860.00 | 35,135.00 | 35,032.14 | -0.01 | -0.00 | 0.01 | 35,000.00 | 37,565.29 | 37,533.64 | -0.00 | 37,565.29 | 37,565.29 | 35,045.00 | 34,775.00 | -165,257.14 | 37,565.29 | 37,343.70 | 37,565.29 | 200,000.00 | -439,200.00 | -439,200.00 | 37,565.29 | -439,200.00 | 200,000.00 | -439,200.00 | 200,000.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | 200,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-18 | 37,749.54 | 0.00 | 35,135.00 | 0.00 | 0.00 | 355,750.00 | 295,150.00 | 206,350.00 | -0.01 | 361,860.00 | 0.00 | 227,977.14 | 377,510.00 | 49,390.00 | 35,135.00 | 0.76 | 34,775.00 | 164,280.00 | 37,343.70 | -0.00 | 254,740.00 | 35,000.00 | 92,910.00 | 35,045.00 | 35,096.43 | 0.01 | 0.00 | -0.00 | 35,135.00 | 37,565.29 | 37,591.62 | 0.00 | 37,565.29 | 37,565.29 | 35,045.00 | 35,090.00 | -256,571.43 | 37,626.71 | 37,565.29 | 37,565.29 | 200,000.00 | -439,200.00 | -439,200.00 | 37,565.29 | -439,200.00 | 200,000.00 | -439,200.00 | 200,000.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-19 | 37,749.54 | -0.01 | 35,135.00 | 0.00 | 0.00 | 254,740.00 | 164,280.00 | 161,246.67 | 0.01 | 92,910.00 | -0.00 | 195,724.29 | 295,150.00 | 377,510.00 | 35,225.00 | 0.23 | 35,090.00 | 361,860.00 | 37,565.29 | 0.00 | 49,390.00 | 35,135.00 | 28,970.00 | 35,045.00 | 35,090.00 | -0.00 | 0.00 | 0.00 | 35,045.00 | 37,565.29 | 37,617.94 | -0.00 | 37,749.54 | 37,565.29 | 35,135.00 | 35,000.00 | -347,885.71 | 37,688.13 | 37,565.29 | 37,565.29 | 200,000.00 | -439,200.00 | -439,200.00 | 37,565.29 | -439,200.00 | 200,000.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-20 | 37,749.54 | 0.00 | 35,105.00 | -0.00 | -0.01 | 49,390.00 | 361,860.00 | 45,363.33 | -0.00 | 28,970.00 | 0.00 | 190,698.57 | 164,280.00 | 295,150.00 | 35,045.00 | 0.24 | 35,000.00 | 92,910.00 | 37,565.29 | 0.00 | 377,510.00 | 35,045.00 | 14,210.00 | 35,135.00 | 35,096.43 | 0.00 | 0.00 | -0.00 | 35,045.00 | 37,565.29 | 37,644.26 | 0.00 | 37,749.54 | 37,749.54 | 35,225.00 | 35,135.00 | -439,200.00 | 37,749.54 | 37,565.29 | 37,565.29 | 200,000.00 | -439,200.00 | -439,200.00 | 37,565.29 | -439,200.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-21 | 37,749.54 | 0.01 | 35,120.00 | 0.00 | 0.00 | 377,510.00 | 92,910.00 | 27,860.00 | 0.00 | 14,210.00 | 0.00 | 142,540.00 | 361,860.00 | 164,280.00 | 35,045.00 | 0.73 | 35,135.00 | 28,970.00 | 37,565.29 | 0.00 | 295,150.00 | 35,045.00 | 40,400.00 | 35,225.00 | 35,115.71 | -0.00 | -0.01 | 0.00 | 35,135.00 | 37,565.29 | 37,670.58 | 0.00 | 37,749.54 | 37,749.54 | 35,045.00 | 35,045.00 | -439,200.00 | 37,749.54 | 37,565.29 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | 37,565.29 | -439,200.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-22 | 37,807.50 | 0.01 | 35,330.33 | 0.01 | 0.01 | 295,150.00 | 28,970.00 | 112,256.67 | -0.00 | 40,400.00 | 0.00 | 140,684.29 | 92,910.00 | 361,860.00 | 35,270.00 | 0.83 | 35,045.00 | 14,210.00 | 37,565.29 | -0.01 | 164,280.00 | 35,135.00 | 282,160.00 | 35,045.00 | 35,205.86 | 0.00 | 0.00 | 0.00 | 35,225.00 | 37,565.29 | 37,705.18 | 0.00 | 37,749.54 | 37,749.54 | 35,045.00 | 35,045.00 | -439,200.00 | 37,768.86 | 37,565.29 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-25 | 38,585.06 | 0.02 | 35,780.67 | 0.01 | 0.01 | 164,280.00 | 14,210.00 | 168,716.67 | 0.00 | 282,160.00 | 0.01 | 143,442.86 | 28,970.00 | 92,910.00 | 35,676.00 | 0.84 | 35,045.00 | 40,400.00 | 37,565.29 | 0.00 | 361,860.00 | 35,225.00 | 183,590.00 | 35,045.00 | 35,398.86 | 0.00 | 0.01 | 0.00 | 35,045.00 | 37,749.54 | 37,850.86 | -0.01 | 37,807.50 | 37,749.54 | 35,270.00 | 35,135.00 | -439,200.00 | 38,047.37 | 37,565.29 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-26 | 39,288.76 | 0.01 | 36,336.33 | 0.02 | 0.02 | 361,860.00 | 40,400.00 | 219,630.00 | 0.00 | 183,590.00 | 0.01 | 119,340.00 | 14,210.00 | 28,970.00 | 36,396.00 | 0.79 | 35,135.00 | 282,160.00 | 37,565.29 | 0.01 | 92,910.00 | 35,045.00 | 193,140.00 | 35,270.00 | 35,656.29 | 0.00 | 0.01 | -0.01 | 35,045.00 | 37,749.54 | 38,097.07 | 0.00 | 38,585.06 | 37,807.50 | 35,676.00 | 35,225.00 | -439,200.00 | 38,560.44 | 37,749.54 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-27 | 39,446.64 | 0.00 | 36,756.67 | 0.01 | 0.01 | 92,910.00 | 282,160.00 | 243,903.33 | 0.00 | 193,140.00 | 0.01 | 156,778.57 | 40,400.00 | 14,210.00 | 36,937.00 | 0.37 | 35,225.00 | 183,590.00 | 37,749.54 | 0.01 | 28,970.00 | 35,045.00 | 354,980.00 | 35,676.00 | 35,900.86 | -0.01 | 0.02 | 0.00 | 35,270.00 | 37,749.54 | 38,339.51 | 0.01 | 39,288.76 | 38,585.06 | 36,396.00 | 35,045.00 | -439,200.00 | 39,106.82 | 37,749.54 | 37,807.50 | -439,200.00 | -439,200.00 | -439,200.00 | 37,749.54 | -439,200.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-28 | 39,778.98 | 0.00 | 36,997.00 | 0.01 | 0.00 | 28,970.00 | 183,590.00 | 397,900.00 | -0.01 | 354,980.00 | 0.01 | 244,865.71 | 282,160.00 | 40,400.00 | 36,937.00 | 0.80 | 35,045.00 | 193,140.00 | 37,749.54 | 0.02 | 14,210.00 | 35,270.00 | 645,580.00 | 36,396.00 | 36,196.86 | 0.00 | 0.01 | 0.01 | 35,676.00 | 37,749.54 | 38,629.43 | 0.01 | 39,446.64 | 39,288.76 | 36,937.00 | 35,045.00 | -439,200.00 | 39,504.79 | 37,749.54 | 38,585.06 | -439,200.00 | -439,200.00 | -439,200.00 | 37,807.50 | -439,200.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2023-12-29 | 40,750.23 | 0.06 | 37,747.67 | 0.02 | 0.00 | 14,210.00 | 193,140.00 | 659,823.33 | 0.00 | 645,580.00 | 0.02 | 382,680.00 | 183,590.00 | 282,160.00 | 37,117.00 | 0.83 | 35,045.00 | 354,980.00 | 37,749.54 | 0.01 | 40,400.00 | 35,676.00 | 978,910.00 | 36,937.00 | 36,788.86 | 0.01 | 0.00 | 0.01 | 36,396.00 | 37,807.50 | 39,058.10 | 0.02 | 39,778.98 | 39,446.64 | 36,937.00 | 35,270.00 | -427,900.00 | 39,991.95 | 37,749.54 | 39,288.76 | -439,200.00 | -439,200.00 | -412,833.33 | 38,585.06 | -360,100.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-02 | 42,162.64 | 0.01 | 38,678.67 | 0.02 | 0.06 | 40,400.00 | 354,980.00 | 596,146.67 | 0.01 | 978,910.00 | 0.02 | 400,330.00 | 193,140.00 | 183,590.00 | 39,189.00 | 0.82 | 35,270.00 | 645,580.00 | 37,749.54 | 0.00 | 282,160.00 | 36,396.00 | 163,950.00 | 36,937.00 | 37,426.00 | 0.01 | 0.00 | 0.02 | 36,937.00 | 38,585.06 | 39,688.54 | 0.01 | 40,750.23 | 39,778.98 | 37,117.00 | 35,676.00 | -416,600.00 | 40,897.28 | 37,807.50 | 39,446.64 | -439,200.00 | -439,200.00 | -386,466.67 | 39,288.76 | -360,100.00 | -439,200.00 | -439,200.00 | -439,200.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-03 | 42,162.64 | 0.00 | 39,564.67 | 0.02 | 0.01 | 282,160.00 | 645,580.00 | 433,306.67 | 0.01 | 163,950.00 | 0.02 | 382,458.57 | 354,980.00 | 193,140.00 | 39,730.00 | 0.77 | 35,676.00 | 978,910.00 | 37,807.50 | 0.00 | 183,590.00 | 36,937.00 | 157,060.00 | 37,117.00 | 38,011.57 | 0.02 | 0.06 | 0.01 | 36,937.00 | 39,288.76 | 40,310.71 | 0.00 | 42,162.64 | 40,750.23 | 39,189.00 | 36,396.00 | -405,300.00 | 41,691.83 | 38,585.06 | 39,778.98 | -439,200.00 | -439,200.00 | -360,100.00 | 39,446.64 | -360,100.00 | -439,200.00 | -360,100.00 | -439,200.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-04 | 42,162.64 | -0.01 | 39,670.00 | 0.00 | 0.00 | 183,590.00 | 978,910.00 | 139,636.67 | 0.02 | 157,060.00 | 0.01 | 370,217.14 | 645,580.00 | 354,980.00 | 39,775.00 | 0.26 | 36,396.00 | 163,950.00 | 38,585.06 | 0.06 | 193,140.00 | 36,937.00 | 97,900.00 | 39,189.00 | 38,455.71 | 0.01 | 0.01 | 0.00 | 37,117.00 | 39,446.64 | 40,821.79 | 0.00 | 42,162.64 | 42,162.64 | 39,730.00 | 36,937.00 | -394,000.00 | 42,162.64 | 39,288.76 | 40,750.23 | -439,200.00 | -360,100.00 | -360,100.00 | 39,778.98 | -360,100.00 | -439,200.00 | -360,100.00 | -439,200.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -439,200.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-05 | 41,999.91 | -0.02 | 39,339.67 | -0.01 | -0.01 | 193,140.00 | 163,950.00 | 118,213.33 | 0.01 | 97,900.00 | 0.01 | 356,865.71 | 978,910.00 | 645,580.00 | 39,505.00 | 0.19 | 36,937.00 | 157,060.00 | 39,288.76 | 0.01 | 354,980.00 | 37,117.00 | 99,680.00 | 39,730.00 | 38,713.14 | 0.00 | 0.00 | 0.00 | 39,189.00 | 39,778.98 | 41,209.09 | 0.06 | 42,162.64 | 42,162.64 | 39,775.00 | 36,937.00 | -382,700.00 | 42,108.39 | 39,446.64 | 42,162.64 | -439,200.00 | -360,100.00 | -360,100.00 | 40,750.23 | -360,100.00 | -439,200.00 | -360,100.00 | -439,200.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-08 | 40,428.00 | -0.04 | 38,528.67 | -0.02 | -0.02 | 354,980.00 | 157,060.00 | 213,636.67 | 0.00 | 99,680.00 | 0.00 | 369,487.14 | 163,950.00 | 978,910.00 | 38,739.00 | 0.19 | 36,937.00 | 97,900.00 | 39,446.64 | 0.00 | 645,580.00 | 39,189.00 | 443,330.00 | 39,775.00 | 38,771.00 | 0.00 | -0.01 | 0.06 | 39,730.00 | 40,750.23 | 41,349.29 | 0.01 | 41,999.91 | 42,162.64 | 39,505.00 | 37,117.00 | -371,400.00 | 41,530.18 | 39,778.98 | 42,162.64 | -439,200.00 | -360,100.00 | -360,100.00 | 42,162.64 | -360,100.00 | -439,200.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-09 | 40,428.00 | -0.01 | 37,732.67 | -0.02 | -0.04 | 645,580.00 | 97,900.00 | 217,743.33 | 0.00 | 443,330.00 | 0.00 | 293,007.14 | 157,060.00 | 163,950.00 | 37,342.00 | 0.19 | 37,117.00 | 99,680.00 | 39,778.98 | -0.01 | 978,910.00 | 39,730.00 | 110,220.00 | 39,505.00 | 38,771.00 | 0.06 | -0.02 | 0.01 | 39,775.00 | 42,162.64 | 41,442.01 | 0.00 | 40,428.00 | 41,999.91 | 38,739.00 | 39,189.00 | -360,100.00 | 40,951.97 | 40,750.23 | 42,162.64 | -439,200.00 | -360,100.00 | -360,100.00 | 42,162.64 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-10 | 39,949.65 | 0.00 | 37,237.00 | -0.01 | -0.01 | 978,910.00 | 99,680.00 | 215,780.00 | 0.06 | 110,220.00 | -0.01 | 166,561.43 | 97,900.00 | 157,060.00 | 37,117.00 | 0.58 | 39,189.00 | 443,330.00 | 40,750.23 | -0.02 | 163,950.00 | 39,775.00 | 93,790.00 | 38,739.00 | 38,494.29 | 0.01 | -0.04 | 0.00 | 39,505.00 | 42,162.64 | 41,327.64 | -0.01 | 40,428.00 | 40,428.00 | 37,342.00 | 39,730.00 | -360,100.00 | 40,268.55 | 42,162.64 | 41,999.91 | -360,100.00 | -360,100.00 | -360,100.00 | 42,162.64 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-11 | 39,774.10 | -0.01 | 37,057.00 | -0.00 | 0.00 | 163,950.00 | 443,330.00 | 174,046.67 | 0.01 | 93,790.00 | -0.01 | 188,587.14 | 99,680.00 | 97,900.00 | 37,252.00 | 0.16 | 39,730.00 | 110,220.00 | 42,162.64 | -0.04 | 157,060.00 | 39,505.00 | 318,130.00 | 37,342.00 | 38,076.00 | 0.00 | -0.01 | -0.01 | 38,739.00 | 42,162.64 | 40,986.42 | -0.02 | 39,949.65 | 40,428.00 | 37,117.00 | 39,775.00 | -360,100.00 | 40,050.59 | 42,162.64 | 40,428.00 | -360,100.00 | -360,100.00 | -360,100.00 | 41,999.91 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-12 | 39,408.98 | -0.01 | 36,846.67 | -0.01 | -0.01 | 157,060.00 | 110,220.00 | 193,030.00 | 0.00 | 318,130.00 | -0.01 | 190,031.43 | 443,330.00 | 99,680.00 | 36,802.00 | 0.17 | 39,775.00 | 93,790.00 | 42,162.64 | -0.01 | 97,900.00 | 38,739.00 | 167,170.00 | 37,117.00 | 37,606.14 | -0.01 | 0.00 | -0.02 | 37,342.00 | 41,999.91 | 40,593.04 | -0.04 | 39,774.10 | 39,949.65 | 37,252.00 | 39,505.00 | -360,100.00 | 39,710.91 | 42,162.64 | 40,428.00 | -360,100.00 | -360,100.00 | -360,100.00 | 40,428.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-15 | 39,080.99 | -0.01 | 36,501.33 | -0.01 | -0.01 | 97,900.00 | 93,790.00 | 306,140.00 | -0.01 | 167,170.00 | -0.01 | 237,920.00 | 110,220.00 | 443,330.00 | 36,486.00 | 0.17 | 39,505.00 | 318,130.00 | 42,162.64 | 0.00 | 99,680.00 | 37,342.00 | 433,120.00 | 37,252.00 | 37,136.29 | -0.02 | -0.01 | -0.04 | 37,117.00 | 40,428.00 | 40,152.80 | -0.01 | 39,408.98 | 39,774.10 | 36,802.00 | 38,739.00 | -360,100.00 | 39,421.36 | 41,999.91 | 39,949.65 | -360,100.00 | -360,100.00 | -360,100.00 | 40,428.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-16 | 39,171.35 | 0.01 | 36,396.00 | -0.00 | -0.01 | 99,680.00 | 318,130.00 | 221,113.33 | -0.02 | 433,120.00 | -0.01 | 232,687.14 | 93,790.00 | 110,220.00 | 36,216.00 | 0.58 | 38,739.00 | 167,170.00 | 41,999.91 | -0.01 | 443,330.00 | 37,117.00 | 63,050.00 | 36,802.00 | 36,814.43 | -0.04 | -0.01 | -0.01 | 37,252.00 | 40,428.00 | 39,748.73 | 0.00 | 39,080.99 | 39,408.98 | 36,486.00 | 37,342.00 | -360,100.00 | 39,220.44 | 40,428.00 | 39,774.10 | -360,100.00 | -360,100.00 | -360,100.00 | 39,949.65 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-17 | 38,789.65 | -0.01 | 36,246.00 | -0.00 | 0.01 | 443,330.00 | 167,170.00 | 232,396.67 | -0.04 | 63,050.00 | -0.01 | 198,071.43 | 318,130.00 | 93,790.00 | 36,486.00 | 0.16 | 37,342.00 | 433,120.00 | 40,428.00 | -0.01 | 110,220.00 | 37,252.00 | 201,020.00 | 36,486.00 | 36,627.86 | -0.01 | -0.01 | 0.00 | 36,802.00 | 39,949.65 | 39,514.68 | -0.01 | 39,171.35 | 39,080.99 | 36,216.00 | 37,117.00 | -360,100.00 | 39,014.00 | 40,428.00 | 39,408.98 | -360,100.00 | -360,100.00 | -360,100.00 | 39,774.10 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-18 | 38,499.57 | -0.01 | 36,036.00 | -0.01 | -0.01 | 110,220.00 | 433,120.00 | 172,530.00 | -0.01 | 201,020.00 | -0.01 | 218,542.86 | 167,170.00 | 318,130.00 | 36,036.00 | 0.15 | 37,117.00 | 63,050.00 | 40,428.00 | -0.01 | 93,790.00 | 36,802.00 | 253,520.00 | 36,216.00 | 36,409.14 | 0.00 | 0.01 | -0.01 | 36,486.00 | 39,774.10 | 39,239.19 | -0.01 | 38,789.65 | 39,171.35 | 36,486.00 | 37,252.00 | -360,100.00 | 38,820.19 | 39,949.65 | 39,080.99 | -360,100.00 | -360,100.00 | -360,100.00 | 39,408.98 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-19 | 38,602.92 | 0.01 | 35,886.00 | -0.00 | -0.01 | 93,790.00 | 63,050.00 | 306,580.00 | 0.00 | 253,520.00 | -0.00 | 271,601.43 | 433,120.00 | 167,170.00 | 35,586.00 | 0.61 | 37,252.00 | 201,020.00 | 39,949.65 | 0.01 | 318,130.00 | 36,486.00 | 465,200.00 | 36,486.00 | 36,235.43 | -0.01 | -0.01 | -0.01 | 36,216.00 | 39,408.98 | 39,046.79 | -0.01 | 38,499.57 | 38,789.65 | 36,036.00 | 36,802.00 | -360,100.00 | 38,630.71 | 39,774.10 | 39,171.35 | -360,100.00 | -360,100.00 | -360,100.00 | 39,080.99 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-22 | 38,602.92 | 0.00 | 35,886.00 | 0.00 | 0.01 | 318,130.00 | 201,020.00 | 301,290.00 | -0.01 | 465,200.00 | -0.00 | 252,604.29 | 63,050.00 | 433,120.00 | 36,036.00 | 0.20 | 36,802.00 | 253,520.00 | 39,774.10 | -0.01 | 167,170.00 | 36,216.00 | 185,150.00 | 36,036.00 | 36,126.00 | -0.01 | -0.01 | -0.01 | 36,486.00 | 39,080.99 | 38,879.48 | 0.01 | 38,602.92 | 38,499.57 | 35,586.00 | 36,486.00 | -360,100.00 | 38,568.47 | 39,408.98 | 38,789.65 | -360,100.00 | -360,100.00 | -360,100.00 | 39,171.35 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-23 | 38,264.84 | -0.02 | 35,810.67 | -0.00 | 0.00 | 167,170.00 | 253,520.00 | 272,096.67 | -0.01 | 185,150.00 | -0.00 | 252,428.57 | 201,020.00 | 63,050.00 | 36,036.00 | 0.17 | 36,486.00 | 465,200.00 | 39,408.98 | -0.01 | 433,120.00 | 36,486.00 | 165,940.00 | 35,586.00 | 35,965.14 | -0.01 | 0.01 | 0.01 | 36,036.00 | 39,171.35 | 38,716.03 | -0.01 | 38,602.92 | 38,602.92 | 36,036.00 | 36,216.00 | -360,100.00 | 38,490.22 | 39,080.99 | 38,499.57 | -360,100.00 | -360,100.00 | -360,100.00 | 38,789.65 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-24 | 37,924.52 | 0.00 | 35,585.33 | -0.01 | -0.02 | 433,120.00 | 465,200.00 | 215,190.00 | -0.01 | 165,940.00 | -0.00 | 232,622.86 | 253,520.00 | 201,020.00 | 35,360.00 | 0.21 | 36,216.00 | 185,150.00 | 39,080.99 | 0.01 | 63,050.00 | 36,036.00 | 294,480.00 | 36,036.00 | 35,842.86 | 0.01 | 0.00 | -0.01 | 35,586.00 | 38,789.65 | 38,550.82 | -0.01 | 38,264.84 | 38,602.92 | 36,036.00 | 36,486.00 | -360,100.00 | 38,264.09 | 39,171.35 | 38,602.92 | -360,100.00 | -360,100.00 | -360,100.00 | 38,499.57 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-25 | 37,924.52 | -0.00 | 35,345.00 | -0.01 | 0.00 | 63,050.00 | 185,150.00 | 180,520.00 | 0.01 | 294,480.00 | -0.00 | 235,207.14 | 465,200.00 | 253,520.00 | 35,360.00 | 0.18 | 36,486.00 | 165,940.00 | 39,171.35 | 0.00 | 201,020.00 | 35,586.00 | 81,140.00 | 36,036.00 | 35,675.57 | -0.01 | -0.02 | -0.01 | 36,036.00 | 38,499.57 | 38,372.71 | 0.01 | 37,924.52 | 38,264.84 | 35,360.00 | 36,036.00 | -360,100.00 | 38,037.96 | 38,789.65 | 38,602.92 | -360,100.00 | -360,100.00 | -360,100.00 | 38,602.92 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-26 | 38,070.00 | 0.02 | 35,540.33 | 0.01 | -0.00 | 201,020.00 | 165,940.00 | 170,493.33 | -0.01 | 81,140.00 | -0.00 | 225,898.57 | 185,150.00 | 465,200.00 | 35,315.00 | 0.69 | 36,036.00 | 294,480.00 | 38,789.65 | -0.02 | 253,520.00 | 36,036.00 | 135,860.00 | 35,360.00 | 35,662.71 | -0.01 | 0.00 | 0.01 | 36,036.00 | 38,602.92 | 38,269.90 | 0.00 | 37,924.52 | 37,924.52 | 35,360.00 | 35,586.00 | -360,100.00 | 37,973.02 | 38,499.57 | 38,264.84 | -360,100.00 | -360,100.00 | -360,100.00 | 38,602.92 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-29 | 38,315.46 | -0.00 | 35,690.67 | 0.00 | 0.02 | 253,520.00 | 294,480.00 | 94,053.33 | -0.01 | 135,860.00 | 0.00 | 198,990.00 | 165,940.00 | 185,150.00 | 35,946.00 | 0.23 | 35,586.00 | 81,140.00 | 38,499.57 | 0.00 | 465,200.00 | 36,036.00 | 65,160.00 | 35,360.00 | 35,694.86 | 0.01 | -0.00 | 0.00 | 35,360.00 | 38,602.92 | 38,243.60 | -0.02 | 38,070.00 | 37,924.52 | 35,315.00 | 36,036.00 | -360,100.00 | 38,103.33 | 38,602.92 | 37,924.52 | -360,100.00 | -360,100.00 | -360,100.00 | 38,264.84 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-30 | 38,703.30 | 0.01 | 35,931.00 | 0.01 | -0.00 | 465,200.00 | 81,140.00 | 90,760.00 | 0.01 | 65,160.00 | 0.00 | 142,712.86 | 294,480.00 | 165,940.00 | 35,811.00 | 0.71 | 36,036.00 | 135,860.00 | 38,602.92 | -0.00 | 185,150.00 | 35,360.00 | 71,260.00 | 35,315.00 | 35,694.86 | 0.00 | 0.02 | -0.02 | 35,360.00 | 38,264.84 | 38,257.94 | 0.00 | 38,315.46 | 38,070.00 | 35,946.00 | 36,036.00 | -360,100.00 | 38,362.92 | 38,602.92 | 37,924.52 | -360,100.00 | -360,100.00 | -360,100.00 | 37,924.52 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-01-31 | 38,587.09 | -0.00 | 35,931.00 | 0.00 | 0.01 | 185,150.00 | 135,860.00 | 90,206.67 | 0.00 | 71,260.00 | -0.00 | 135,434.29 | 81,140.00 | 294,480.00 | 36,036.00 | 0.20 | 36,036.00 | 65,160.00 | 38,602.92 | 0.02 | 165,940.00 | 35,360.00 | 134,200.00 | 35,946.00 | 35,682.00 | -0.02 | -0.00 | 0.00 | 35,315.00 | 37,924.52 | 38,255.68 | -0.00 | 38,703.30 | 38,315.46 | 35,811.00 | 35,360.00 | -360,100.00 | 38,535.29 | 38,264.84 | 38,070.00 | -360,100.00 | -360,100.00 | -360,100.00 | 37,924.52 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-01 | 39,303.71 | 0.03 | 36,276.33 | 0.01 | -0.00 | 165,940.00 | 65,160.00 | 113,403.33 | -0.02 | 134,200.00 | 0.01 | 130,978.57 | 135,860.00 | 81,140.00 | 35,946.00 | 0.77 | 35,360.00 | 71,260.00 | 38,264.84 | -0.00 | 294,480.00 | 35,315.00 | 134,750.00 | 35,811.00 | 35,894.43 | 0.00 | 0.01 | -0.00 | 35,946.00 | 37,924.52 | 38,404.09 | 0.02 | 38,587.09 | 38,703.30 | 36,036.00 | 35,360.00 | -360,100.00 | 38,864.70 | 37,924.52 | 38,315.46 | -360,100.00 | -360,100.00 | -360,100.00 | 38,070.00 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-02 | 39,874.46 | 0.03 | 36,877.00 | 0.02 | 0.03 | 294,480.00 | 71,260.00 | 143,113.33 | 0.00 | 134,750.00 | 0.01 | 111,822.86 | 65,160.00 | 135,860.00 | 36,847.00 | 0.75 | 35,360.00 | 134,200.00 | 37,924.52 | 0.01 | 81,140.00 | 35,946.00 | 160,390.00 | 36,036.00 | 36,248.43 | -0.00 | -0.00 | 0.02 | 35,811.00 | 38,070.00 | 38,682.65 | -0.00 | 39,303.71 | 38,587.09 | 35,946.00 | 35,315.00 | -360,100.00 | 39,255.09 | 37,924.52 | 38,703.30 | -360,100.00 | -360,100.00 | -360,100.00 | 38,315.46 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-05 | 40,206.70 | -0.00 | 37,462.67 | 0.02 | 0.03 | 81,140.00 | 134,200.00 | 120,580.00 | -0.00 | 160,390.00 | 0.01 | 109,745.71 | 71,260.00 | 65,160.00 | 37,838.00 | 0.25 | 35,315.00 | 134,750.00 | 37,924.52 | -0.00 | 135,860.00 | 35,811.00 | 66,600.00 | 35,946.00 | 36,589.57 | 0.02 | 0.03 | -0.00 | 36,036.00 | 38,315.46 | 39,008.67 | 0.01 | 39,874.46 | 39,303.71 | 36,847.00 | 35,946.00 | -360,100.00 | 39,794.95 | 38,070.00 | 38,587.09 | -360,100.00 | -360,100.00 | -360,100.00 | 38,703.30 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-06 | 39,978.94 | -0.02 | 37,477.67 | 0.00 | -0.00 | 135,860.00 | 134,750.00 | 126,206.67 | 0.02 | 66,600.00 | 0.00 | 111,998.57 | 134,200.00 | 71,260.00 | 37,703.00 | 0.21 | 35,946.00 | 160,390.00 | 38,070.00 | 0.03 | 65,160.00 | 36,036.00 | 151,630.00 | 36,847.00 | 36,724.71 | -0.00 | 0.03 | 0.01 | 35,946.00 | 38,703.30 | 39,281.38 | -0.00 | 40,206.70 | 39,874.46 | 37,838.00 | 35,811.00 | -360,100.00 | 40,020.03 | 38,315.46 | 39,303.71 | -360,100.00 | -360,100.00 | -360,100.00 | 38,587.09 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-07 | 39,774.10 | -0.00 | 37,102.33 | -0.01 | -0.02 | 65,160.00 | 160,390.00 | 134,756.67 | -0.00 | 151,630.00 | 0.00 | 129,267.14 | 134,750.00 | 134,200.00 | 36,892.00 | 0.17 | 35,811.00 | 66,600.00 | 38,315.46 | 0.03 | 71,260.00 | 35,946.00 | 186,040.00 | 37,838.00 | 36,853.43 | 0.01 | -0.00 | -0.00 | 36,847.00 | 38,587.09 | 39,489.76 | 0.03 | 39,978.94 | 40,206.70 | 37,703.00 | 36,036.00 | -360,100.00 | 39,986.58 | 38,703.30 | 39,874.46 | -360,100.00 | -360,100.00 | -360,100.00 | 39,303.71 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-15 | 39,446.64 | -0.00 | 36,757.00 | -0.01 | -0.00 | 71,260.00 | 66,600.00 | 151,333.33 | 0.01 | 186,040.00 | 0.00 | 135,705.71 | 160,390.00 | 134,750.00 | 36,712.00 | 0.17 | 36,036.00 | 151,630.00 | 38,703.30 | -0.00 | 134,200.00 | 36,847.00 | 116,330.00 | 37,703.00 | 36,943.57 | -0.00 | -0.02 | 0.03 | 37,838.00 | 39,303.71 | 39,595.95 | 0.03 | 39,774.10 | 39,978.94 | 36,892.00 | 35,946.00 | -360,100.00 | 39,733.23 | 38,587.09 | 40,206.70 | -360,100.00 | -360,100.00 | -360,100.00 | 39,874.46 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-16 | 39,329.23 | -0.01 | 36,606.67 | -0.00 | -0.00 | 134,200.00 | 151,630.00 | 145,856.67 | -0.00 | 116,330.00 | 0.00 | 135,848.57 | 66,600.00 | 160,390.00 | 36,667.00 | 0.18 | 35,946.00 | 186,040.00 | 38,587.09 | -0.02 | 134,750.00 | 37,838.00 | 135,200.00 | 36,892.00 | 37,014.29 | 0.03 | -0.00 | 0.03 | 37,703.00 | 39,874.46 | 39,701.97 | -0.00 | 39,446.64 | 39,774.10 | 36,712.00 | 36,847.00 | -360,100.00 | 39,516.66 | 39,303.71 | 39,978.94 | -360,100.00 | -360,100.00 | -360,100.00 | 40,206.70 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-19 | 39,171.35 | 0.00 | 36,531.33 | -0.00 | -0.01 | 134,750.00 | 186,040.00 | 150,443.33 | 0.03 | 135,200.00 | -0.00 | 145,141.43 | 151,630.00 | 66,600.00 | 36,441.00 | 0.57 | 36,847.00 | 116,330.00 | 39,303.71 | -0.00 | 160,390.00 | 37,703.00 | 199,800.00 | 36,712.00 | 36,962.71 | 0.03 | -0.00 | -0.00 | 36,892.00 | 40,206.70 | 39,683.06 | -0.02 | 39,329.23 | 39,446.64 | 36,667.00 | 37,838.00 | -360,100.00 | 39,315.74 | 39,874.46 | 39,774.10 | -360,100.00 | -360,100.00 | -360,100.00 | 39,978.94 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-20 | 39,171.35 | -0.00 | 36,456.00 | -0.00 | 0.00 | 160,390.00 | 116,330.00 | 186,960.00 | 0.03 | 199,800.00 | -0.01 | 154,497.14 | 186,040.00 | 151,630.00 | 36,486.00 | 0.16 | 37,838.00 | 135,200.00 | 39,874.46 | -0.00 | 66,600.00 | 36,892.00 | 225,880.00 | 36,667.00 | 36,763.14 | -0.00 | -0.01 | -0.02 | 36,712.00 | 39,978.94 | 39,582.62 | -0.00 | 39,171.35 | 39,329.23 | 36,441.00 | 37,703.00 | -360,100.00 | 39,223.97 | 40,206.70 | 39,446.64 | -360,100.00 | -360,100.00 | -360,100.00 | 39,774.10 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-21 | 39,080.99 | -0.01 | 36,381.00 | -0.00 | -0.00 | 66,600.00 | 135,200.00 | 174,713.33 | -0.00 | 225,880.00 | -0.01 | 159,048.57 | 116,330.00 | 186,040.00 | 36,441.00 | 0.15 | 37,703.00 | 199,800.00 | 40,206.70 | -0.01 | 151,630.00 | 36,712.00 | 98,460.00 | 36,441.00 | 36,550.71 | -0.02 | 0.00 | -0.00 | 36,667.00 | 39,774.10 | 39,421.80 | -0.00 | 39,171.35 | 39,171.35 | 36,486.00 | 36,892.00 | -360,100.00 | 39,141.23 | 39,978.94 | 39,329.23 | -360,100.00 | -360,100.00 | -360,100.00 | 39,446.64 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-22 | 38,824.59 | -0.00 | 36,261.00 | -0.00 | -0.01 | 151,630.00 | 199,800.00 | 134,863.33 | -0.02 | 98,460.00 | -0.00 | 148,851.43 | 135,200.00 | 116,330.00 | 36,216.00 | 0.16 | 36,892.00 | 225,880.00 | 39,978.94 | 0.00 | 186,040.00 | 36,667.00 | 80,250.00 | 36,486.00 | 36,441.29 | -0.00 | -0.00 | -0.00 | 36,441.00 | 39,446.64 | 39,256.89 | -0.01 | 39,080.99 | 39,171.35 | 36,441.00 | 36,712.00 | -360,100.00 | 39,025.64 | 39,774.10 | 39,171.35 | -360,100.00 | -360,100.00 | -360,100.00 | 39,329.23 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-23 | 38,612.69 | -0.01 | 36,096.00 | -0.00 | -0.00 | 186,040.00 | 225,880.00 | 89,243.33 | -0.00 | 80,250.00 | -0.00 | 134,991.43 | 199,800.00 | 135,200.00 | 36,126.00 | 0.15 | 36,712.00 | 98,460.00 | 39,774.10 | -0.00 | 116,330.00 | 36,441.00 | 89,020.00 | 36,441.00 | 36,331.86 | -0.00 | -0.01 | -0.01 | 36,486.00 | 39,329.23 | 39,090.98 | 0.00 | 38,824.59 | 39,080.99 | 36,216.00 | 36,667.00 | -360,100.00 | 38,839.42 | 39,446.64 | 39,171.35 | -360,100.00 | -360,100.00 | -360,100.00 | 39,171.35 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-26 | 38,703.30 | 0.00 | 36,036.00 | -0.00 | -0.01 | 116,330.00 | 98,460.00 | 94,163.33 | -0.00 | 89,020.00 | -0.00 | 134,547.14 | 225,880.00 | 199,800.00 | 35,946.00 | 0.57 | 36,667.00 | 80,250.00 | 39,446.64 | -0.01 | 135,200.00 | 36,486.00 | 113,220.00 | 36,216.00 | 36,241.71 | -0.01 | -0.00 | 0.00 | 36,441.00 | 39,171.35 | 38,984.78 | -0.00 | 38,612.69 | 38,824.59 | 36,126.00 | 36,441.00 | -360,100.00 | 38,713.53 | 39,329.23 | 39,080.99 | -360,100.00 | -360,100.00 | -360,100.00 | 39,171.35 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-27 | 38,787.44 | 0.01 | 36,066.00 | 0.00 | 0.00 | 135,200.00 | 80,250.00 | 117,400.00 | -0.01 | 113,220.00 | -0.00 | 136,655.71 | 98,460.00 | 225,880.00 | 36,036.00 | 0.58 | 36,441.00 | 89,020.00 | 39,329.23 | -0.00 | 199,800.00 | 36,441.00 | 149,960.00 | 36,126.00 | 36,209.57 | 0.00 | -0.01 | -0.00 | 36,216.00 | 39,171.35 | 38,907.39 | -0.01 | 38,703.30 | 38,612.69 | 35,946.00 | 36,486.00 | -360,100.00 | 38,701.14 | 39,171.35 | 38,824.59 | -360,100.00 | -360,100.00 | -360,100.00 | 39,080.99 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-28 | 38,728.89 | -0.01 | 36,096.00 | 0.00 | 0.01 | 199,800.00 | 89,020.00 | 153,290.00 | 0.00 | 149,960.00 | -0.00 | 136,211.43 | 80,250.00 | 98,460.00 | 36,216.00 | 0.20 | 36,486.00 | 113,220.00 | 39,171.35 | -0.01 | 225,880.00 | 36,216.00 | 196,690.00 | 35,946.00 | 36,145.29 | -0.00 | 0.00 | -0.01 | 36,126.00 | 39,080.99 | 38,844.18 | -0.00 | 38,787.44 | 38,703.30 | 36,036.00 | 36,441.00 | -360,100.00 | 38,739.88 | 39,171.35 | 38,612.69 | -360,100.00 | -360,100.00 | -360,100.00 | 38,824.59 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-02-29 | 38,728.89 | -0.00 | 36,081.00 | -0.00 | -0.01 | 225,880.00 | 113,220.00 | 244,200.00 | -0.00 | 196,690.00 | -0.00 | 159,078.57 | 89,020.00 | 80,250.00 | 36,036.00 | 0.22 | 36,441.00 | 149,960.00 | 39,171.35 | 0.00 | 98,460.00 | 36,126.00 | 385,950.00 | 36,036.00 | 36,081.00 | -0.01 | 0.01 | -0.00 | 35,946.00 | 38,824.59 | 38,780.97 | -0.01 | 38,728.89 | 38,787.44 | 36,216.00 | 36,216.00 | -360,100.00 | 38,748.41 | 39,080.99 | 38,703.30 | -360,100.00 | -360,100.00 | -360,100.00 | 38,612.69 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-01 | 39,450.04 | 0.03 | 36,381.33 | 0.01 | -0.00 | 98,460.00 | 149,960.00 | 290,636.67 | -0.01 | 385,950.00 | 0.00 | 186,337.14 | 113,220.00 | 89,020.00 | 35,991.00 | 0.72 | 36,216.00 | 196,690.00 | 39,080.99 | 0.01 | 80,250.00 | 35,946.00 | 289,270.00 | 36,216.00 | 36,209.71 | -0.00 | -0.01 | -0.01 | 36,036.00 | 38,612.69 | 38,833.69 | 0.00 | 38,728.89 | 38,728.89 | 36,036.00 | 36,126.00 | -360,100.00 | 38,969.28 | 38,824.59 | 38,787.44 | -360,100.00 | -360,100.00 | -360,100.00 | 38,703.30 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-04 | 39,447.13 | -0.01 | 36,621.67 | 0.01 | 0.03 | 80,250.00 | 196,690.00 | 365,413.33 | -0.00 | 289,270.00 | 0.00 | 235,018.57 | 149,960.00 | 113,220.00 | 37,117.00 | 0.27 | 36,126.00 | 385,950.00 | 38,824.59 | -0.01 | 89,020.00 | 36,036.00 | 421,020.00 | 36,036.00 | 36,299.86 | -0.01 | -0.00 | 0.00 | 36,216.00 | 38,703.30 | 38,922.63 | 0.01 | 39,450.04 | 38,728.89 | 35,991.00 | 35,946.00 | -360,100.00 | 39,208.69 | 38,612.69 | 38,728.89 | -360,100.00 | -360,100.00 | -360,100.00 | 38,787.44 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-05 | 39,888.43 | 0.01 | 37,012.00 | 0.01 | -0.01 | 89,020.00 | 385,950.00 | 460,650.00 | -0.01 | 421,020.00 | 0.00 | 318,252.86 | 196,690.00 | 149,960.00 | 36,757.00 | 0.75 | 35,946.00 | 289,270.00 | 38,612.69 | -0.00 | 113,220.00 | 36,216.00 | 671,660.00 | 35,991.00 | 36,473.57 | 0.00 | 0.03 | 0.01 | 36,036.00 | 38,787.44 | 39,104.88 | -0.01 | 39,447.13 | 39,450.04 | 37,117.00 | 36,036.00 | -360,100.00 | 39,595.20 | 38,703.30 | 38,728.89 | -360,100.00 | -360,100.00 | -360,100.00 | 38,728.89 | -360,100.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-06 | 39,872.25 | -0.01 | 36,952.00 | -0.00 | 0.01 | 113,220.00 | 289,270.00 | 393,013.33 | 0.00 | 671,660.00 | 0.00 | 314,415.71 | 385,950.00 | 196,690.00 | 37,162.00 | 0.20 | 36,036.00 | 421,020.00 | 38,703.30 | 0.03 | 149,960.00 | 36,036.00 | 86,360.00 | 37,117.00 | 36,602.29 | 0.01 | -0.01 | -0.01 | 35,991.00 | 38,728.89 | 39,271.87 | -0.00 | 39,888.43 | 39,447.13 | 36,757.00 | 36,216.00 | -411,600.00 | 39,735.94 | 38,787.44 | 39,450.04 | -360,100.00 | -360,100.00 | -480,266.67 | 38,728.89 | -720,600.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-07 | 39,377.44 | -0.02 | 36,816.67 | -0.00 | -0.01 | 149,960.00 | 421,020.00 | 294,963.33 | 0.01 | 86,360.00 | 0.00 | 311,117.14 | 289,270.00 | 385,950.00 | 36,937.00 | 0.16 | 36,216.00 | 671,660.00 | 38,787.44 | -0.01 | 196,690.00 | 35,991.00 | 126,870.00 | 36,757.00 | 36,621.57 | -0.01 | 0.01 | -0.00 | 37,117.00 | 38,728.89 | 39,356.16 | 0.03 | 39,872.25 | 39,888.43 | 37,162.00 | 36,036.00 | -463,100.00 | 39,712.71 | 38,728.89 | 39,447.13 | -360,100.00 | -360,100.00 | -600,433.33 | 39,450.04 | -720,600.00 | -360,100.00 | -360,100.00 | -360,100.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-08 | 38,847.31 | -0.01 | 36,381.33 | -0.01 | -0.02 | 196,690.00 | 671,660.00 | 139,490.00 | -0.01 | 126,870.00 | -0.00 | 312,338.57 | 421,020.00 | 289,270.00 | 36,351.00 | 0.17 | 36,036.00 | 86,360.00 | 38,728.89 | 0.01 | 385,950.00 | 37,117.00 | 205,240.00 | 37,162.00 | 36,595.86 | -0.00 | -0.01 | 0.03 | 36,757.00 | 39,450.04 | 39,373.07 | -0.01 | 39,377.44 | 39,872.25 | 36,937.00 | 35,991.00 | -514,600.00 | 39,365.67 | 38,728.89 | 39,888.43 | -360,100.00 | -360,100.00 | -720,600.00 | 39,447.13 | -720,600.00 | -360,100.00 | -720,600.00 | -360,100.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-11 | 38,265.33 | -0.02 | 35,840.67 | -0.01 | -0.01 | 385,950.00 | 86,360.00 | 282,310.00 | -0.00 | 205,240.00 | -0.00 | 330,748.57 | 671,660.00 | 421,020.00 | 35,856.00 | 0.21 | 35,991.00 | 126,870.00 | 38,728.89 | -0.01 | 289,270.00 | 36,757.00 | 514,820.00 | 36,937.00 | 36,499.29 | 0.03 | -0.02 | -0.01 | 37,162.00 | 39,447.13 | 39,306.85 | 0.01 | 38,847.31 | 39,377.44 | 36,351.00 | 37,117.00 | -566,100.00 | 38,830.03 | 39,450.04 | 39,872.25 | -360,100.00 | -720,600.00 | -720,600.00 | 39,888.43 | -720,600.00 | -360,100.00 | -720,600.00 | -360,100.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -360,100.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-12 | 38,970.11 | 0.04 | 35,916.00 | 0.00 | -0.02 | 289,270.00 | 126,870.00 | 435,676.67 | 0.03 | 514,820.00 | -0.00 | 373,277.14 | 86,360.00 | 671,660.00 | 35,315.00 | 0.76 | 37,117.00 | 205,240.00 | 39,450.04 | -0.02 | 421,020.00 | 37,162.00 | 586,970.00 | 36,351.00 | 36,422.14 | -0.01 | -0.01 | 0.01 | 36,937.00 | 39,888.43 | 39,238.29 | -0.01 | 38,265.33 | 38,847.31 | 35,856.00 | 36,757.00 | -617,600.00 | 38,694.25 | 39,447.13 | 39,377.44 | -360,100.00 | -720,600.00 | -720,600.00 | 39,872.25 | -720,600.00 | -360,100.00 | -720,600.00 | -360,100.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-13 | 39,758.31 | 0.03 | 36,561.67 | 0.02 | 0.04 | 421,020.00 | 205,240.00 | 510,266.67 | -0.01 | 586,970.00 | 0.00 | 374,418.57 | 126,870.00 | 86,360.00 | 36,577.00 | 0.79 | 36,757.00 | 514,820.00 | 39,447.13 | -0.01 | 671,660.00 | 36,937.00 | 429,010.00 | 35,856.00 | 36,570.14 | 0.01 | -0.02 | -0.01 | 36,351.00 | 39,872.25 | 39,282.74 | -0.02 | 38,970.11 | 38,265.33 | 35,315.00 | 37,162.00 | -669,100.00 | 38,997.92 | 39,888.43 | 38,847.31 | -360,100.00 | -720,600.00 | -720,600.00 | 39,377.44 | -720,600.00 | -360,100.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-14 | 39,995.17 | -0.01 | 37,297.67 | 0.02 | 0.03 | 671,660.00 | 514,820.00 | 430,160.00 | 0.01 | 429,010.00 | 0.00 | 317,681.43 | 205,240.00 | 126,870.00 | 37,793.00 | 0.28 | 37,162.00 | 586,970.00 | 39,888.43 | -0.02 | 86,360.00 | 36,351.00 | 274,500.00 | 35,315.00 | 36,621.71 | -0.01 | 0.04 | -0.02 | 35,856.00 | 39,377.44 | 39,297.99 | -0.01 | 39,758.31 | 38,970.11 | 36,577.00 | 36,937.00 | -720,600.00 | 39,574.53 | 39,872.25 | 38,265.33 | -360,100.00 | -720,600.00 | -720,600.00 | 38,847.31 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-15 | 40,196.81 | -0.00 | 37,567.67 | 0.01 | -0.01 | 86,360.00 | 586,970.00 | 315,866.67 | -0.01 | 274,500.00 | 0.00 | 340,214.29 | 514,820.00 | 205,240.00 | 37,523.00 | 0.28 | 36,937.00 | 429,010.00 | 39,872.25 | 0.04 | 126,870.00 | 35,856.00 | 244,090.00 | 36,577.00 | 36,686.00 | -0.02 | 0.03 | -0.01 | 35,315.00 | 38,847.31 | 39,344.35 | -0.02 | 39,995.17 | 39,758.31 | 37,793.00 | 36,351.00 | -720,600.00 | 39,983.43 | 39,377.44 | 38,970.11 | -720,600.00 | -720,600.00 | -720,600.00 | 38,265.33 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-18 | 39,767.42 | -0.01 | 37,267.33 | -0.01 | -0.00 | 126,870.00 | 429,010.00 | 248,823.33 | -0.02 | 244,090.00 | 0.00 | 354,644.29 | 586,970.00 | 514,820.00 | 37,387.00 | 0.18 | 36,351.00 | 274,500.00 | 39,377.44 | 0.03 | 205,240.00 | 35,315.00 | 227,880.00 | 37,793.00 | 36,763.29 | -0.01 | -0.01 | -0.02 | 36,577.00 | 38,265.33 | 39,400.07 | 0.04 | 40,196.81 | 39,995.17 | 37,523.00 | 35,856.00 | -720,600.00 | 39,986.47 | 38,847.31 | 39,758.31 | -720,600.00 | -720,600.00 | -720,600.00 | 38,970.11 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-19 | 38,945.62 | -0.03 | 36,681.67 | -0.02 | -0.01 | 205,240.00 | 274,500.00 | 226,773.33 | -0.01 | 227,880.00 | -0.00 | 355,088.57 | 429,010.00 | 586,970.00 | 36,892.00 | 0.20 | 35,856.00 | 244,090.00 | 38,847.31 | -0.01 | 514,820.00 | 36,577.00 | 208,350.00 | 37,523.00 | 36,750.43 | -0.02 | -0.00 | 0.04 | 37,793.00 | 38,970.11 | 39,414.11 | 0.03 | 39,767.42 | 40,196.81 | 37,387.00 | 35,315.00 | -720,600.00 | 39,636.62 | 38,265.33 | 39,995.17 | -720,600.00 | -720,600.00 | -720,600.00 | 39,758.31 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-20 | 38,788.20 | 0.01 | 36,246.33 | -0.01 | -0.03 | 514,820.00 | 244,090.00 | 196,950.00 | -0.02 | 208,350.00 | 0.00 | 303,631.43 | 274,500.00 | 429,010.00 | 35,766.00 | 0.69 | 35,315.00 | 227,880.00 | 38,265.33 | -0.00 | 586,970.00 | 37,793.00 | 154,620.00 | 37,387.00 | 36,859.86 | 0.04 | -0.01 | 0.03 | 37,523.00 | 39,758.31 | 39,488.80 | -0.01 | 38,945.62 | 39,767.42 | 36,892.00 | 36,577.00 | -720,600.00 | 39,167.08 | 38,970.11 | 40,196.81 | -720,600.00 | -720,600.00 | -720,600.00 | 39,995.17 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-21 | 38,491.28 | -0.01 | 35,901.00 | -0.01 | 0.01 | 586,970.00 | 227,880.00 | 524,323.33 | 0.04 | 154,620.00 | -0.00 | 392,635.71 | 244,090.00 | 274,500.00 | 36,081.00 | 0.24 | 36,577.00 | 208,350.00 | 38,970.11 | -0.01 | 429,010.00 | 37,523.00 | 1,210,000.00 | 36,892.00 | 36,756.86 | 0.03 | -0.03 | -0.01 | 37,387.00 | 39,995.17 | 39,420.40 | -0.00 | 38,788.20 | 38,945.62 | 35,766.00 | 37,793.00 | -720,600.00 | 38,741.70 | 39,758.31 | 39,767.42 | -720,600.00 | -720,600.00 | -720,600.00 | 40,196.81 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-22 | 38,785.82 | 0.01 | 35,991.00 | 0.00 | -0.01 | 429,010.00 | 208,350.00 | 563,060.00 | 0.03 | 1,210,000.00 | -0.01 | 377,714.29 | 227,880.00 | 244,090.00 | 35,856.00 | 0.77 | 37,793.00 | 154,620.00 | 39,758.31 | -0.03 | 274,500.00 | 37,387.00 | 324,560.00 | 35,766.00 | 36,505.86 | -0.01 | 0.01 | -0.00 | 36,892.00 | 40,196.81 | 39,281.47 | -0.01 | 38,491.28 | 38,788.20 | 36,081.00 | 37,523.00 | -720,600.00 | 38,688.43 | 39,995.17 | 38,945.62 | -720,600.00 | -720,600.00 | -720,600.00 | 39,767.42 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-25 | 38,713.03 | -0.02 | 35,765.67 | -0.01 | 0.01 | 274,500.00 | 154,620.00 | 552,886.67 | -0.01 | 324,560.00 | -0.01 | 356,228.57 | 208,350.00 | 227,880.00 | 36,036.00 | 0.21 | 37,523.00 | 1,210,000.00 | 39,995.17 | 0.01 | 244,090.00 | 36,892.00 | 124,100.00 | 36,081.00 | 36,203.29 | -0.00 | -0.01 | -0.01 | 35,766.00 | 39,767.42 | 39,098.31 | -0.03 | 38,785.82 | 38,491.28 | 35,856.00 | 37,387.00 | -720,600.00 | 38,663.38 | 40,196.81 | 38,788.20 | -720,600.00 | -720,600.00 | -720,600.00 | 38,945.62 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-26 | 38,783.49 | 0.02 | 35,870.67 | 0.00 | -0.02 | 244,090.00 | 1,210,000.00 | 536,220.00 | -0.00 | 124,100.00 | -0.00 | 487,072.86 | 154,620.00 | 208,350.00 | 35,405.00 | 0.77 | 37,387.00 | 324,560.00 | 40,196.81 | -0.01 | 227,880.00 | 35,766.00 | 1,160,000.00 | 35,856.00 | 36,029.57 | -0.01 | 0.01 | -0.03 | 36,081.00 | 38,945.62 | 38,896.41 | 0.01 | 38,713.03 | 38,785.82 | 36,036.00 | 36,892.00 | -720,600.00 | 38,760.78 | 39,767.42 | 38,491.28 | -720,600.00 | -720,600.00 | -720,600.00 | 38,788.20 | -720,600.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-27 | 38,719.68 | 0.00 | 35,915.67 | 0.00 | 0.02 | 227,880.00 | 324,560.00 | 490,860.00 | -0.01 | 1,160,000.00 | -0.00 | 481,444.29 | 1,210,000.00 | 154,620.00 | 36,171.00 | 0.25 | 36,892.00 | 124,100.00 | 39,767.42 | 0.01 | 208,350.00 | 36,081.00 | 188,480.00 | 36,036.00 | 35,926.57 | -0.03 | -0.02 | 0.01 | 35,856.00 | 38,788.20 | 38,746.73 | -0.01 | 38,783.49 | 38,713.03 | 35,405.00 | 35,766.00 | -616,228.57 | 38,738.73 | 38,945.62 | 38,785.82 | -720,600.00 | -720,600.00 | -477,066.67 | 38,491.28 | 10,000.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-28 | 38,941.67 | 0.01 | 36,261.00 | 0.01 | 0.00 | 208,350.00 | 124,100.00 | 521,753.33 | -0.03 | 188,480.00 | 0.00 | 482,648.57 | 324,560.00 | 1,210,000.00 | 36,171.00 | 0.77 | 35,766.00 | 1,160,000.00 | 38,945.62 | -0.02 | 154,620.00 | 35,856.00 | 216,780.00 | 35,405.00 | 36,023.00 | 0.01 | 0.02 | -0.01 | 36,036.00 | 38,491.28 | 38,746.17 | 0.01 | 38,719.68 | 38,783.49 | 36,171.00 | 36,081.00 | -511,857.14 | 38,814.95 | 38,788.20 | 38,713.03 | -720,600.00 | -720,600.00 | -233,533.33 | 38,785.82 | 10,000.00 | -720,600.00 | -720,600.00 | -720,600.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-03-29 | 38,741.34 | -0.01 | 36,201.00 | -0.00 | 0.01 | 154,620.00 | 1,160,000.00 | 184,630.00 | 0.01 | 216,780.00 | -0.00 | 481,792.86 | 124,100.00 | 324,560.00 | 36,441.00 | 0.24 | 36,081.00 | 188,480.00 | 38,788.20 | 0.02 | 1,210,000.00 | 36,036.00 | 148,630.00 | 36,171.00 | 36,010.14 | -0.01 | 0.00 | 0.01 | 35,405.00 | 38,785.82 | 38,739.47 | -0.02 | 38,941.67 | 38,719.68 | 36,171.00 | 35,856.00 | -407,485.71 | 38,800.90 | 38,491.28 | 38,783.49 | -720,600.00 | -720,600.00 | 10,000.00 | 38,713.03 | 10,000.00 | -720,600.00 | 10,000.00 | -720,600.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-01 | 38,592.90 | 0.01 | 36,216.00 | 0.00 | -0.01 | 1,210,000.00 | 188,480.00 | 245,790.00 | -0.01 | 148,630.00 | 0.00 | 362,072.86 | 1,160,000.00 | 124,100.00 | 35,991.00 | 0.74 | 35,856.00 | 216,780.00 | 38,491.28 | 0.00 | 324,560.00 | 35,405.00 | 371,960.00 | 36,171.00 | 36,061.57 | 0.01 | 0.01 | -0.02 | 36,171.00 | 38,713.03 | 38,753.99 | 0.02 | 38,741.34 | 38,941.67 | 36,441.00 | 36,036.00 | -303,114.29 | 38,758.64 | 38,785.82 | 38,719.68 | -720,600.00 | 10,000.00 | 10,000.00 | 38,783.49 | 10,000.00 | -720,600.00 | 10,000.00 | -720,600.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | -720,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-02 | 38,741.34 | -0.00 | 36,126.00 | -0.00 | 0.01 | 324,560.00 | 216,780.00 | 253,413.33 | 0.01 | 371,960.00 | 0.00 | 349,942.86 | 188,480.00 | 1,160,000.00 | 36,216.00 | 0.24 | 36,036.00 | 148,630.00 | 38,785.82 | 0.01 | 124,100.00 | 36,171.00 | 239,650.00 | 36,441.00 | 36,080.86 | -0.02 | -0.01 | 0.02 | 36,171.00 | 38,783.49 | 38,747.64 | 0.00 | 38,592.90 | 38,741.34 | 35,991.00 | 35,405.00 | -198,742.86 | 38,691.86 | 38,713.03 | 38,941.67 | -720,600.00 | 10,000.00 | 10,000.00 | 38,719.68 | 10,000.00 | -720,600.00 | 10,000.00 | -720,600.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-03 | 39,991.46 | 0.07 | 37,027.00 | 0.02 | -0.00 | 124,100.00 | 148,630.00 | 570,536.67 | -0.02 | 239,650.00 | 0.01 | 489,357.14 | 216,780.00 | 188,480.00 | 36,171.00 | 0.80 | 35,405.00 | 371,960.00 | 38,713.03 | -0.01 | 1,160,000.00 | 36,171.00 | 1,100,000.00 | 35,991.00 | 36,550.71 | 0.02 | 0.01 | 0.00 | 36,441.00 | 38,719.68 | 38,930.27 | 0.01 | 38,741.34 | 38,592.90 | 36,216.00 | 36,171.00 | -94,371.43 | 39,108.57 | 38,783.49 | 38,741.34 | -720,600.00 | 10,000.00 | 10,000.00 | 38,941.67 | 10,000.00 | -720,600.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-04 | 40,471.24 | 0.07 | 38,753.67 | 0.05 | 0.07 | 1,160,000.00 | 371,960.00 | 1,169,883.33 | 0.02 | 1,100,000.00 | 0.02 | 633,642.86 | 148,630.00 | 216,780.00 | 38,694.00 | 0.78 | 36,171.00 | 239,650.00 | 38,783.49 | 0.01 | 188,480.00 | 36,441.00 | 2,170,000.00 | 36,216.00 | 37,297.14 | 0.00 | -0.00 | 0.01 | 35,991.00 | 38,941.67 | 39,171.38 | -0.01 | 39,991.46 | 38,741.34 | 36,171.00 | 36,171.00 | 10,000.00 | 39,734.68 | 38,719.68 | 38,592.90 | -720,600.00 | 10,000.00 | 10,000.00 | 38,741.34 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-05 | 40,562.83 | 0.03 | 40,901.00 | 0.06 | 0.07 | 188,480.00 | 239,650.00 | 1,405,203.33 | 0.00 | 2,170,000.00 | 0.02 | 741,804.29 | 371,960.00 | 148,630.00 | 41,396.00 | 0.75 | 36,171.00 | 1,100,000.00 | 38,719.68 | -0.00 | 216,780.00 | 35,991.00 | 945,610.00 | 36,171.00 | 38,217.43 | 0.01 | 0.07 | -0.01 | 36,216.00 | 38,741.34 | 39,434.68 | 0.01 | 40,471.24 | 39,991.46 | 38,694.00 | 36,441.00 | 10,000.00 | 40,341.84 | 38,941.67 | 38,741.34 | 10,000.00 | 10,000.00 | 10,000.00 | 38,592.90 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-08 | 40,394.86 | -0.05 | 41,531.67 | 0.02 | 0.03 | 216,780.00 | 1,100,000.00 | 1,445,203.33 | 0.01 | 945,610.00 | 0.02 | 885,121.43 | 239,650.00 | 371,960.00 | 42,613.00 | 0.31 | 36,441.00 | 2,170,000.00 | 38,941.67 | 0.07 | 148,630.00 | 36,216.00 | 1,220,000.00 | 38,694.00 | 38,809.57 | -0.01 | 0.07 | 0.01 | 36,171.00 | 38,592.90 | 39,642.28 | -0.00 | 40,562.83 | 40,471.24 | 41,396.00 | 35,991.00 | 10,000.00 | 40,476.31 | 38,741.34 | 39,991.46 | 10,000.00 | 10,000.00 | 10,000.00 | 38,741.34 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-09 | 43,055.33 | 0.07 | 42,147.33 | 0.02 | -0.05 | 148,630.00 | 2,170,000.00 | 936,766.67 | -0.01 | 1,220,000.00 | 0.03 | 955,987.14 | 1,100,000.00 | 239,650.00 | 40,586.00 | 0.77 | 35,991.00 | 945,610.00 | 38,741.34 | 0.07 | 371,960.00 | 36,171.00 | 644,690.00 | 41,396.00 | 39,845.57 | 0.01 | 0.03 | -0.00 | 38,694.00 | 38,741.34 | 40,258.57 | 0.07 | 40,394.86 | 40,562.83 | 42,613.00 | 36,216.00 | 10,000.00 | 41,337.67 | 38,592.90 | 40,471.24 | 10,000.00 | 10,000.00 | 10,000.00 | 39,991.46 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-10 | 43,495.21 | 0.02 | 42,627.67 | 0.01 | 0.07 | 371,960.00 | 945,610.00 | 888,110.00 | 0.01 | 644,690.00 | 0.03 | 1,017,084.29 | 2,170,000.00 | 1,100,000.00 | 43,243.00 | 0.74 | 36,216.00 | 1,220,000.00 | 38,592.90 | 0.03 | 239,650.00 | 38,694.00 | 799,640.00 | 42,613.00 | 40,965.29 | -0.00 | -0.05 | 0.07 | 41,396.00 | 39,991.46 | 40,958.90 | 0.07 | 43,055.33 | 40,394.86 | 40,586.00 | 36,171.00 | 10,000.00 | 42,315.13 | 38,741.34 | 40,562.83 | 10,000.00 | 10,000.00 | 10,000.00 | 40,471.24 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-11 | 43,443.47 | -0.02 | 43,543.33 | 0.02 | 0.02 | 239,650.00 | 1,220,000.00 | 605,060.00 | -0.00 | 799,640.00 | 0.03 | 1,035,827.14 | 945,610.00 | 2,170,000.00 | 44,054.00 | 0.29 | 36,171.00 | 644,690.00 | 38,741.34 | -0.05 | 1,100,000.00 | 41,396.00 | 370,850.00 | 40,586.00 | 41,988.43 | 0.07 | 0.07 | 0.07 | 42,613.00 | 40,471.24 | 41,630.63 | 0.03 | 43,495.21 | 43,055.33 | 43,243.00 | 38,694.00 | 10,000.00 | 43,331.34 | 39,991.46 | 40,394.86 | 10,000.00 | 10,000.00 | 10,000.00 | 40,562.83 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-12 | 44,729.66 | 0.02 | 43,933.67 | 0.01 | -0.02 | 1,100,000.00 | 644,690.00 | 612,200.00 | 0.07 | 370,850.00 | 0.02 | 973,842.86 | 1,220,000.00 | 945,610.00 | 43,333.00 | 0.76 | 38,694.00 | 799,640.00 | 39,991.46 | 0.07 | 2,170,000.00 | 42,613.00 | 666,110.00 | 43,243.00 | 42,805.57 | 0.07 | 0.02 | 0.03 | 40,586.00 | 40,562.83 | 42,307.51 | -0.05 | 43,443.47 | 43,495.21 | 44,054.00 | 41,396.00 | 10,000.00 | 43,889.44 | 40,471.24 | 43,055.33 | 10,000.00 | 10,000.00 | 10,000.00 | 40,394.86 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-15 | 42,341.06 | -0.07 | 43,017.67 | -0.02 | 0.02 | 2,170,000.00 | 799,640.00 | 792,320.00 | 0.07 | 666,110.00 | 0.00 | 855,271.43 | 644,690.00 | 1,220,000.00 | 44,414.00 | 0.22 | 41,396.00 | 370,850.00 | 40,471.24 | 0.02 | 945,610.00 | 40,586.00 | 1,340,000.00 | 44,054.00 | 42,792.71 | 0.03 | -0.02 | -0.05 | 43,243.00 | 40,394.86 | 42,574.63 | 0.07 | 44,729.66 | 43,443.47 | 43,333.00 | 42,613.00 | 10,000.00 | 43,504.73 | 40,562.83 | 43,495.21 | 10,000.00 | 10,000.00 | 10,000.00 | 43,055.33 | 10,000.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 1.00 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-16 | 41,705.66 | 0.00 | 42,342.00 | -0.02 | -0.07 | 945,610.00 | 370,850.00 | 988,900.00 | 0.03 | 1,340,000.00 | -0.00 | 857,411.43 | 799,640.00 | 644,690.00 | 41,306.00 | 0.16 | 42,613.00 | 666,110.00 | 40,562.83 | -0.02 | 1,220,000.00 | 43,243.00 | 960,590.00 | 43,333.00 | 42,606.00 | -0.05 | 0.02 | 0.07 | 44,054.00 | 43,055.33 | 42,737.89 | 0.02 | 42,341.06 | 44,729.66 | 44,414.00 | 40,586.00 | -58,485.71 | 42,925.46 | 40,394.86 | 43,443.47 | 10,000.00 | 10,000.00 | -149,800.00 | 43,495.21 | -469,400.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.33 | 10,000.00 | 1.00 | 1.00 | 1.14 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-17 | 39,431.31 | -0.04 | 40,795.67 | -0.04 | 0.00 | 1,220,000.00 | 666,110.00 | 1,019,756.67 | -0.05 | 960,590.00 | -0.00 | 791,508.57 | 370,850.00 | 799,640.00 | 41,306.00 | 0.19 | 40,586.00 | 1,340,000.00 | 40,394.86 | 0.02 | 644,690.00 | 44,054.00 | 758,680.00 | 44,414.00 | 42,490.14 | 0.07 | -0.07 | 0.02 | 43,333.00 | 43,495.21 | 42,600.24 | -0.02 | 41,705.66 | 42,341.06 | 41,306.00 | 43,243.00 | -126,971.43 | 41,159.34 | 43,055.33 | 44,729.66 | 10,000.00 | 10,000.00 | -309,600.00 | 43,443.47 | -469,400.00 | 10,000.00 | 10,000.00 | 10,000.00 | 1.67 | -469,400.00 | 1.00 | 1.00 | 1.29 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-19 | 39,022.60 | -0.06 | 39,504.33 | -0.03 | -0.04 | 644,690.00 | 1,340,000.00 | 1,209,756.67 | 0.07 | 758,680.00 | -0.02 | 972,267.14 | 666,110.00 | 370,850.00 | 39,775.00 | 0.20 | 43,243.00 | 960,590.00 | 43,055.33 | -0.07 | 799,640.00 | 43,333.00 | 1,910,000.00 | 41,306.00 | 41,660.00 | 0.02 | 0.00 | -0.02 | 44,414.00 | 43,443.47 | 42,024.14 | 0.02 | 39,431.31 | 41,705.66 | 41,306.00 | 44,054.00 | -195,457.14 | 40,053.19 | 43,495.21 | 42,341.06 | 10,000.00 | 10,000.00 | -469,400.00 | 44,729.66 | -469,400.00 | 10,000.00 | -469,400.00 | 10,000.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 1.43 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-22 | 39,490.46 | 0.02 | 38,453.33 | -0.03 | -0.06 | 799,640.00 | 960,590.00 | 986,683.33 | 0.02 | 1,910,000.00 | -0.02 | 899,657.14 | 1,340,000.00 | 666,110.00 | 37,432.00 | 0.68 | 44,054.00 | 758,680.00 | 43,495.21 | 0.00 | 370,850.00 | 44,414.00 | 291,370.00 | 41,306.00 | 40,817.00 | -0.02 | -0.04 | 0.02 | 41,306.00 | 44,729.66 | 41,452.03 | -0.07 | 39,022.60 | 39,431.31 | 39,775.00 | 43,333.00 | -263,942.86 | 39,314.79 | 43,443.47 | 41,705.66 | 10,000.00 | -469,400.00 | -469,400.00 | 42,341.06 | -469,400.00 | 10,000.00 | -469,400.00 | 10,000.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 1.57 | 10,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-23 | 39,720.31 | 0.01 | 38,048.00 | -0.01 | 0.02 | 370,850.00 | 758,680.00 | 1,490,456.67 | -0.02 | 291,370.00 | -0.02 | 1,170,964.29 | 960,590.00 | 1,340,000.00 | 38,153.00 | 0.76 | 43,333.00 | 1,910,000.00 | 43,443.47 | -0.04 | 666,110.00 | 41,306.00 | 2,270,000.00 | 39,775.00 | 40,135.00 | 0.02 | -0.06 | -0.07 | 41,306.00 | 42,341.06 | 40,920.15 | 0.00 | 39,490.46 | 39,022.60 | 37,432.00 | 44,414.00 | -332,428.57 | 39,411.12 | 44,729.66 | 39,431.31 | 10,000.00 | -469,400.00 | -469,400.00 | 41,705.66 | -469,400.00 | 10,000.00 | -469,400.00 | 10,000.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 1.71 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-24 | 40,027.78 | 0.06 | 39,174.33 | 0.03 | 0.01 | 666,110.00 | 1,910,000.00 | 1,129,033.33 | 0.02 | 2,270,000.00 | -0.01 | 1,193,767.14 | 758,680.00 | 960,590.00 | 38,559.00 | 0.76 | 44,414.00 | 291,370.00 | 44,729.66 | -0.06 | 1,340,000.00 | 41,306.00 | 825,730.00 | 37,432.00 | 39,620.29 | -0.07 | 0.02 | 0.00 | 39,775.00 | 41,705.66 | 40,248.45 | -0.04 | 39,720.31 | 39,490.46 | 38,153.00 | 41,306.00 | -400,914.29 | 39,746.18 | 42,341.06 | 39,022.60 | 10,000.00 | -469,400.00 | -469,400.00 | 39,431.31 | -469,400.00 | 10,000.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 1.86 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-25 | 40,833.26 | -0.02 | 39,850.00 | 0.02 | 0.06 | 1,340,000.00 | 291,370.00 | 1,505,243.33 | -0.07 | 825,730.00 | -0.00 | 1,205,195.71 | 1,910,000.00 | 758,680.00 | 40,811.00 | 0.33 | 41,306.00 | 2,270,000.00 | 42,341.06 | 0.02 | 960,590.00 | 39,775.00 | 1,420,000.00 | 38,153.00 | 39,459.43 | 0.00 | 0.01 | -0.04 | 37,432.00 | 39,431.31 | 40,033.05 | -0.06 | 40,027.78 | 39,720.31 | 38,559.00 | 41,306.00 | -469,400.00 | 40,193.78 | 41,705.66 | 39,490.46 | 10,000.00 | -469,400.00 | -469,400.00 | 39,022.60 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-04-26 | 40,443.97 | 0.00 | 40,405.33 | 0.01 | -0.02 | 960,590.00 | 2,270,000.00 | 934,650.00 | 0.00 | 1,420,000.00 | -0.00 | 1,147,714.29 | 291,370.00 | 1,910,000.00 | 40,180.00 | 0.81 | 41,306.00 | 825,730.00 | 41,705.66 | 0.01 | 758,680.00 | 37,432.00 | 558,220.00 | 38,559.00 | 39,305.00 | -0.04 | 0.06 | -0.06 | 38,153.00 | 39,022.60 | 39,852.81 | 0.02 | 40,833.26 | 40,027.78 | 40,811.00 | 39,775.00 | -469,400.00 | 40,435.00 | 39,431.31 | 39,720.31 | -469,400.00 | -469,400.00 | -469,400.00 | 39,490.46 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-02 | 41,038.13 | 0.03 | 40,660.67 | 0.01 | 0.00 | 758,680.00 | 825,730.00 | 1,079,406.67 | -0.04 | 558,220.00 | 0.01 | 1,219,331.43 | 2,270,000.00 | 291,370.00 | 40,225.00 | 0.83 | 39,775.00 | 1,420,000.00 | 39,431.31 | 0.06 | 1,910,000.00 | 38,153.00 | 1,260,000.00 | 40,811.00 | 39,562.43 | -0.06 | -0.02 | 0.02 | 38,559.00 | 39,490.46 | 40,082.36 | 0.01 | 40,443.97 | 40,833.26 | 40,180.00 | 37,432.00 | -469,400.00 | 40,771.79 | 39,022.60 | 40,027.78 | -469,400.00 | -469,400.00 | -469,400.00 | 39,720.31 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-03 | 40,640.49 | -0.02 | 40,811.00 | 0.00 | 0.03 | 1,910,000.00 | 1,420,000.00 | 959,406.67 | -0.06 | 1,260,000.00 | 0.01 | 1,097,902.86 | 825,730.00 | 2,270,000.00 | 41,577.00 | 0.36 | 37,432.00 | 558,220.00 | 39,022.60 | -0.02 | 291,370.00 | 38,559.00 | 1,060,000.00 | 40,180.00 | 40,019.43 | 0.02 | 0.00 | 0.01 | 40,811.00 | 39,720.31 | 40,313.48 | 0.06 | 41,038.13 | 40,443.97 | 40,225.00 | 38,153.00 | -469,400.00 | 40,707.53 | 39,490.46 | 40,833.26 | -469,400.00 | -469,400.00 | -469,400.00 | 40,027.78 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-06 | 41,121.04 | 0.04 | 41,471.67 | 0.02 | -0.02 | 291,370.00 | 558,220.00 | 1,253,333.33 | 0.02 | 1,060,000.00 | 0.01 | 1,261,992.86 | 1,420,000.00 | 825,730.00 | 40,631.00 | 0.87 | 38,153.00 | 1,260,000.00 | 39,490.46 | 0.00 | 2,270,000.00 | 40,811.00 | 1,440,000.00 | 40,225.00 | 40,598.57 | 0.01 | 0.03 | 0.06 | 40,180.00 | 40,027.78 | 40,546.42 | -0.02 | 40,640.49 | 41,038.13 | 41,577.00 | 38,559.00 | -469,400.00 | 40,933.22 | 39,720.31 | 40,443.97 | -469,400.00 | -469,400.00 | -469,400.00 | 40,833.26 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-07 | 43,362.90 | 0.03 | 42,162.33 | 0.02 | 0.04 | 2,270,000.00 | 1,260,000.00 | 1,186,666.67 | 0.01 | 1,440,000.00 | 0.02 | 1,089,135.71 | 558,220.00 | 1,420,000.00 | 42,207.00 | 0.83 | 38,559.00 | 1,060,000.00 | 39,720.31 | 0.03 | 825,730.00 | 40,180.00 | 1,060,000.00 | 41,577.00 | 41,325.71 | 0.06 | -0.02 | -0.02 | 40,225.00 | 40,833.26 | 41,066.80 | 0.00 | 41,121.04 | 40,640.49 | 40,631.00 | 40,811.00 | -469,400.00 | 41,708.14 | 40,027.78 | 41,038.13 | -469,400.00 | -469,400.00 | -469,400.00 | 40,443.97 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-08 | 44,528.63 | 0.07 | 44,174.33 | 0.05 | 0.03 | 825,730.00 | 1,060,000.00 | 1,203,333.33 | 0.06 | 1,060,000.00 | 0.02 | 1,129,745.71 | 1,260,000.00 | 558,220.00 | 43,649.00 | 0.82 | 40,811.00 | 1,440,000.00 | 40,027.78 | -0.02 | 1,420,000.00 | 40,225.00 | 1,110,000.00 | 40,631.00 | 42,162.29 | -0.02 | 0.04 | 0.00 | 41,577.00 | 40,443.97 | 41,709.77 | 0.03 | 43,362.90 | 41,121.04 | 42,207.00 | 40,180.00 | -469,400.00 | 43,004.19 | 40,833.26 | 40,640.49 | -469,400.00 | -469,400.00 | -469,400.00 | 41,038.13 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-09 | 46,406.56 | 0.07 | 46,742.00 | 0.06 | 0.07 | 1,420,000.00 | 1,440,000.00 | 1,223,333.33 | -0.02 | 1,110,000.00 | 0.03 | 1,141,174.29 | 1,060,000.00 | 1,260,000.00 | 46,667.00 | 0.85 | 40,180.00 | 1,060,000.00 | 40,833.26 | 0.04 | 558,220.00 | 41,577.00 | 1,500,000.00 | 42,207.00 | 43,552.29 | 0.00 | 0.03 | 0.03 | 40,631.00 | 41,038.13 | 42,505.96 | -0.02 | 44,528.63 | 43,362.90 | 43,649.00 | 40,225.00 | -469,400.00 | 44,766.03 | 40,443.97 | 41,121.04 | -469,400.00 | -469,400.00 | -469,400.00 | 40,640.49 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-10 | 48,990.26 | 0.06 | 49,880.00 | 0.07 | 0.07 | 558,220.00 | 1,060,000.00 | 1,980,000.00 | 0.00 | 1,500,000.00 | 0.04 | 1,537,142.86 | 1,440,000.00 | 1,060,000.00 | 49,910.00 | 0.82 | 40,225.00 | 1,110,000.00 | 40,443.97 | 0.03 | 1,260,000.00 | 40,631.00 | 3,330,000.00 | 43,649.00 | 45,386.29 | 0.03 | 0.07 | -0.02 | 42,207.00 | 40,640.49 | 43,726.86 | 0.04 | 46,406.56 | 44,528.63 | 46,667.00 | 41,577.00 | -469,400.00 | 46,641.82 | 41,038.13 | 43,362.90 | -469,400.00 | -469,400.00 | -469,400.00 | 41,121.04 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-13 | 51,189.95 | -0.01 | 51,862.00 | 0.04 | 0.06 | 1,260,000.00 | 1,110,000.00 | 2,150,000.00 | 0.03 | 3,330,000.00 | 0.03 | 1,588,571.43 | 1,060,000.00 | 1,440,000.00 | 53,063.00 | 0.38 | 41,577.00 | 1,500,000.00 | 41,038.13 | 0.07 | 1,060,000.00 | 42,207.00 | 1,620,000.00 | 46,667.00 | 46,962.86 | -0.02 | 0.07 | 0.04 | 43,649.00 | 41,121.04 | 45,177.12 | 0.03 | 48,990.26 | 46,406.56 | 49,910.00 | 40,631.00 | -469,400.00 | 48,862.26 | 40,640.49 | 44,528.63 | -469,400.00 | -469,400.00 | -469,400.00 | 43,362.90 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-14 | 52,556.83 | 0.07 | 53,964.00 | 0.04 | -0.01 | 1,060,000.00 | 1,500,000.00 | 2,193,333.33 | -0.02 | 1,620,000.00 | 0.05 | 1,670,000.00 | 1,110,000.00 | 1,060,000.00 | 52,613.00 | 0.80 | 40,631.00 | 3,330,000.00 | 40,640.49 | 0.07 | 1,440,000.00 | 43,649.00 | 1,630,000.00 | 49,910.00 | 49,189.29 | 0.04 | 0.06 | 0.03 | 46,667.00 | 43,362.90 | 46,879.45 | 0.07 | 51,189.95 | 48,990.26 | 53,063.00 | 42,207.00 | -469,400.00 | 50,912.35 | 41,121.04 | 46,406.56 | -469,400.00 | -469,400.00 | -469,400.00 | 44,528.63 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-15 | 55,393.75 | 0.01 | 55,195.33 | 0.02 | 0.07 | 1,440,000.00 | 3,330,000.00 | 1,806,666.67 | 0.04 | 1,630,000.00 | 0.04 | 1,774,285.71 | 1,500,000.00 | 1,110,000.00 | 56,216.00 | 0.81 | 42,207.00 | 1,620,000.00 | 41,121.04 | 0.06 | 1,060,000.00 | 46,667.00 | 2,170,000.00 | 53,063.00 | 51,267.86 | 0.03 | -0.01 | 0.07 | 49,910.00 | 44,528.63 | 48,918.41 | 0.07 | 52,556.83 | 51,189.95 | 52,613.00 | 43,649.00 | -469,400.00 | 53,046.84 | 43,362.90 | 48,990.26 | -469,400.00 | -469,400.00 | -469,400.00 | 46,406.56 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-16 | 54,647.34 | -0.04 | 55,856.00 | 0.01 | 0.01 | 1,060,000.00 | 1,620,000.00 | 2,556,666.67 | 0.03 | 2,170,000.00 | 0.03 | 2,175,714.29 | 3,330,000.00 | 1,500,000.00 | 56,757.00 | 0.29 | 43,649.00 | 1,630,000.00 | 43,362.90 | -0.01 | 1,110,000.00 | 49,910.00 | 3,870,000.00 | 52,613.00 | 52,831.57 | 0.07 | 0.07 | 0.07 | 53,063.00 | 46,406.56 | 50,530.47 | 0.06 | 55,393.75 | 52,556.83 | 56,216.00 | 46,667.00 | -469,400.00 | 54,199.31 | 44,528.63 | 51,189.95 | -469,400.00 | -469,400.00 | -469,400.00 | 48,990.26 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-17 | 55,041.68 | 0.01 | 55,525.67 | -0.01 | -0.04 | 1,110,000.00 | 1,630,000.00 | 3,066,666.67 | 0.07 | 3,870,000.00 | 0.03 | 2,468,571.43 | 1,620,000.00 | 3,330,000.00 | 54,595.00 | 0.75 | 46,667.00 | 2,170,000.00 | 44,528.63 | 0.07 | 1,500,000.00 | 53,063.00 | 3,160,000.00 | 56,216.00 | 54,054.14 | 0.07 | 0.01 | 0.06 | 52,613.00 | 48,990.26 | 52,032.34 | -0.01 | 54,647.34 | 55,393.75 | 56,757.00 | 49,910.00 | -469,400.00 | 55,027.59 | 46,406.56 | 52,556.83 | -469,400.00 | -469,400.00 | -469,400.00 | 51,189.95 | -469,400.00 | -469,400.00 | -469,400.00 | -469,400.00 | 2.00 | -469,400.00 | 1.00 | 2.00 | 2.00 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 2.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-20 | 53,486.14 | -0.04 | 54,324.33 | -0.02 | 0.01 | 1,500,000.00 | 2,170,000.00 | 3,810,000.00 | 0.07 | 3,160,000.00 | 0.01 | 2,882,857.14 | 1,630,000.00 | 1,620,000.00 | 55,225.00 | 0.25 | 49,910.00 | 3,870,000.00 | 46,406.56 | 0.01 | 3,330,000.00 | 52,613.00 | 4,400,000.00 | 56,757.00 | 54,517.43 | 0.06 | -0.04 | -0.01 | 56,216.00 | 51,189.95 | 53,043.71 | 0.07 | 55,041.68 | 54,647.34 | 54,595.00 | 53,063.00 | -442,424.86 | 54,391.72 | 48,990.26 | 55,393.75 | -469,400.00 | -469,400.00 | -406,458.00 | 52,556.83 | -280,574.00 | -469,400.00 | -469,400.00 | -469,400.00 | 3.33 | -469,400.00 | 1.00 | 2.00 | 2.57 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 6.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-21 | 54,870.17 | 0.04 | 54,594.33 | 0.01 | -0.04 | 3,330,000.00 | 3,870,000.00 | 3,246,666.67 | 0.06 | 4,400,000.00 | 0.01 | 2,718,571.43 | 2,170,000.00 | 1,630,000.00 | 53,153.00 | 0.79 | 53,063.00 | 3,160,000.00 | 48,990.26 | -0.04 | 1,620,000.00 | 56,216.00 | 2,180,000.00 | 54,595.00 | 54,852.00 | -0.01 | 0.01 | 0.07 | 56,757.00 | 52,556.83 | 53,883.69 | 0.01 | 53,486.14 | 55,041.68 | 55,225.00 | 52,613.00 | -371,996.29 | 54,466.00 | 51,189.95 | 54,647.34 | -469,400.00 | -469,400.00 | -242,124.67 | 55,393.75 | 23,600.00 | -469,400.00 | -469,400.00 | -469,400.00 | 3.00 | -280,574.00 | 1.00 | 2.00 | 2.43 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 6.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-22 | 53,806.43 | -0.00 | 54,564.33 | 0.00 | 0.04 | 1,620,000.00 | 3,160,000.00 | 2,780,000.00 | -0.01 | 2,180,000.00 | 0.01 | 2,738,571.43 | 3,870,000.00 | 2,170,000.00 | 55,405.00 | 0.24 | 52,613.00 | 4,400,000.00 | 51,189.95 | 0.01 | 1,630,000.00 | 56,757.00 | 1,760,000.00 | 55,225.00 | 55,212.29 | 0.07 | -0.04 | 0.01 | 54,595.00 | 55,393.75 | 54,257.48 | -0.04 | 54,870.17 | 53,486.14 | 53,153.00 | 56,216.00 | -376,367.71 | 54,054.25 | 52,556.83 | 55,041.68 | -469,400.00 | -469,400.00 | -252,324.67 | 54,647.34 | -500,000.00 | -469,400.00 | -280,574.00 | -469,400.00 | 2.67 | 23,600.00 | 1.00 | 2.00 | 2.29 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 6.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-23 | 54,483.60 | 0.04 | 55,945.67 | 0.03 | -0.00 | 1,630,000.00 | 4,400,000.00 | 2,446,666.67 | 0.07 | 1,760,000.00 | 0.00 | 2,991,428.57 | 3,160,000.00 | 3,870,000.00 | 55,135.00 | 0.78 | 56,216.00 | 2,180,000.00 | 52,556.83 | -0.04 | 2,170,000.00 | 54,595.00 | 3,400,000.00 | 53,153.00 | 55,366.71 | 0.01 | 0.04 | -0.04 | 55,225.00 | 54,647.34 | 54,532.73 | 0.01 | 53,806.43 | 54,870.17 | 55,405.00 | 56,757.00 | -380,739.14 | 54,386.73 | 55,393.75 | 53,486.14 | -469,400.00 | -280,574.00 | -325,466.67 | 55,041.68 | -500,000.00 | -469,400.00 | 23,600.00 | -469,400.00 | 1.00 | -500,000.00 | 1.00 | 2.00 | 2.14 | -469,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 6.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-24 | 53,541.52 | -0.06 | 55,405.33 | -0.01 | 0.04 | 2,170,000.00 | 2,180,000.00 | 2,696,666.67 | 0.01 | 3,400,000.00 | -0.01 | 3,100,000.00 | 4,400,000.00 | 3,160,000.00 | 57,297.00 | 0.18 | 56,757.00 | 1,760,000.00 | 55,393.75 | 0.04 | 3,870,000.00 | 55,225.00 | 2,930,000.00 | 55,405.00 | 54,942.00 | -0.04 | -0.00 | 0.01 | 53,153.00 | 55,041.68 | 54,268.12 | -0.04 | 54,483.60 | 53,806.43 | 55,135.00 | 54,595.00 | -385,110.57 | 53,943.85 | 54,647.34 | 54,870.17 | -469,400.00 | 23,600.00 | -500,000.00 | 53,486.14 | -500,000.00 | -469,400.00 | -500,000.00 | -469,400.00 | 1.00 | -500,000.00 | 1.00 | 2.00 | 2.00 | -280,574.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 6.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-27 | 53,403.75 | -0.01 | 54,744.67 | -0.01 | -0.06 | 3,870,000.00 | 1,760,000.00 | 2,946,666.67 | -0.04 | 2,930,000.00 | -0.00 | 2,905,714.29 | 2,180,000.00 | 4,400,000.00 | 53,784.00 | 0.21 | 54,595.00 | 3,400,000.00 | 54,647.34 | -0.00 | 3,160,000.00 | 53,153.00 | 2,510,000.00 | 55,135.00 | 54,736.00 | 0.01 | 0.04 | -0.04 | 55,405.00 | 53,486.14 | 54,090.47 | 0.04 | 53,541.52 | 54,483.60 | 57,297.00 | 55,225.00 | -389,482.00 | 53,809.62 | 55,041.68 | 53,806.43 | -469,400.00 | -500,000.00 | -500,000.00 | 54,870.17 | -500,000.00 | -469,400.00 | -500,000.00 | -280,574.00 | 1.00 | -500,000.00 | 1.00 | 6.00 | 1.86 | 23,600.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-28 | 53,281.73 | 0.05 | 54,294.33 | -0.01 | -0.01 | 3,160,000.00 | 3,400,000.00 | 2,360,000.00 | 0.01 | 2,510,000.00 | 0.00 | 2,688,571.43 | 1,760,000.00 | 2,180,000.00 | 53,153.00 | 0.74 | 55,225.00 | 2,930,000.00 | 55,041.68 | 0.04 | 4,400,000.00 | 55,405.00 | 1,640,000.00 | 57,297.00 | 54,839.00 | -0.04 | -0.06 | 0.04 | 55,135.00 | 54,870.17 | 53,839.05 | -0.00 | 53,403.75 | 53,541.52 | 53,784.00 | 53,153.00 | -393,853.43 | 53,409.00 | 53,486.14 | 54,483.60 | -469,400.00 | -500,000.00 | -500,000.00 | 53,806.43 | -500,000.00 | -280,574.00 | -500,000.00 | 23,600.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 1.71 | -500,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 6.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-29 | 53,045.56 | -0.03 | 54,384.33 | 0.00 | 0.05 | 4,400,000.00 | 2,930,000.00 | 2,266,666.67 | -0.04 | 1,640,000.00 | 0.00 | 2,438,571.43 | 3,400,000.00 | 1,760,000.00 | 55,946.00 | 0.25 | 53,153.00 | 2,510,000.00 | 53,486.14 | -0.06 | 2,180,000.00 | 55,135.00 | 2,650,000.00 | 53,784.00 | 54,967.71 | 0.04 | -0.01 | -0.00 | 57,297.00 | 53,806.43 | 53,776.11 | 0.04 | 53,281.73 | 53,403.75 | 53,153.00 | 55,405.00 | -425,200.00 | 53,243.68 | 54,870.17 | 53,541.52 | -280,574.00 | -500,000.00 | -500,000.00 | 54,483.60 | -500,000.00 | 23,600.00 | -500,000.00 | -500,000.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 6.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-30 | 52,901.78 | -0.01 | 54,444.33 | 0.00 | -0.03 | 2,180,000.00 | 2,510,000.00 | 2,100,000.00 | 0.04 | 2,650,000.00 | -0.00 | 2,414,285.71 | 2,930,000.00 | 3,400,000.00 | 54,054.00 | 0.27 | 55,405.00 | 1,640,000.00 | 54,870.17 | -0.01 | 1,760,000.00 | 57,297.00 | 2,010,000.00 | 53,153.00 | 54,671.71 | -0.00 | 0.05 | 0.04 | 53,784.00 | 54,483.60 | 53,494.91 | -0.06 | 53,045.56 | 53,281.73 | 55,946.00 | 55,135.00 | -500,000.00 | 53,076.36 | 53,806.43 | 53,403.75 | 23,600.00 | -500,000.00 | -500,000.00 | 53,541.52 | -500,000.00 | -500,000.00 | -500,000.00 | -500,000.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-05-31 | 53,873.09 | 0.03 | 54,084.00 | -0.01 | -0.01 | 1,760,000.00 | 1,640,000.00 | 1,930,000.00 | -0.00 | 2,010,000.00 | 0.00 | 2,324,285.71 | 2,510,000.00 | 2,930,000.00 | 53,333.00 | 0.74 | 55,135.00 | 2,650,000.00 | 53,806.43 | 0.05 | 3,400,000.00 | 53,784.00 | 1,130,000.00 | 55,946.00 | 54,633.14 | 0.04 | -0.03 | -0.06 | 53,153.00 | 53,541.52 | 53,504.43 | -0.01 | 52,901.78 | 53,045.56 | 54,054.00 | 57,297.00 | -428,571.43 | 53,273.47 | 54,483.60 | 53,281.73 | -500,000.00 | -500,000.00 | -333,333.33 | 53,403.75 | 0.00 | -500,000.00 | -500,000.00 | -500,000.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-03 | 55,522.73 | 0.07 | 55,615.67 | 0.03 | 0.03 | 3,400,000.00 | 2,650,000.00 | 2,696,666.67 | 0.04 | 1,130,000.00 | 0.00 | 2,545,714.29 | 1,640,000.00 | 2,510,000.00 | 54,865.00 | 0.78 | 57,297.00 | 2,010,000.00 | 54,483.60 | -0.03 | 2,930,000.00 | 53,153.00 | 4,950,000.00 | 54,054.00 | 54,826.29 | -0.06 | -0.01 | -0.01 | 55,946.00 | 53,403.75 | 53,652.88 | 0.05 | 53,873.09 | 52,901.78 | 53,333.00 | 53,784.00 | -357,142.86 | 54,099.20 | 53,541.52 | 53,045.56 | -500,000.00 | -500,000.00 | -166,666.67 | 53,281.73 | 0.00 | -500,000.00 | -500,000.00 | -500,000.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-04 | 59,610.94 | 0.05 | 58,408.67 | 0.05 | 0.07 | 2,930,000.00 | 2,010,000.00 | 3,060,000.00 | -0.06 | 4,950,000.00 | 0.02 | 2,570,000.00 | 2,650,000.00 | 1,640,000.00 | 58,649.00 | 0.77 | 53,784.00 | 1,130,000.00 | 53,541.52 | -0.01 | 2,510,000.00 | 55,946.00 | 3,100,000.00 | 53,333.00 | 55,958.86 | -0.01 | 0.03 | 0.05 | 54,054.00 | 53,281.73 | 54,519.94 | -0.03 | 55,522.73 | 53,873.09 | 54,865.00 | 53,153.00 | -285,714.29 | 56,335.59 | 53,403.75 | 52,901.78 | -500,000.00 | -500,000.00 | 0.00 | 53,045.56 | 0.00 | -500,000.00 | 0.00 | -500,000.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-05 | 59,334.68 | -0.02 | 60,300.67 | 0.03 | 0.05 | 2,510,000.00 | 1,130,000.00 | 3,623,333.33 | -0.01 | 3,100,000.00 | 0.02 | 2,614,285.71 | 2,010,000.00 | 2,650,000.00 | 61,712.00 | 0.29 | 53,153.00 | 4,950,000.00 | 53,403.75 | 0.03 | 1,640,000.00 | 54,054.00 | 2,820,000.00 | 54,865.00 | 57,014.29 | 0.05 | 0.07 | -0.03 | 53,333.00 | 53,045.56 | 55,367.21 | -0.01 | 59,610.94 | 55,522.73 | 58,649.00 | 55,946.00 | -214,285.71 | 58,156.12 | 53,281.73 | 53,873.09 | -500,000.00 | 0.00 | 0.00 | 52,901.78 | 0.00 | -500,000.00 | 0.00 | -500,000.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | -500,000.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-06 | 60,365.61 | 0.02 | 61,291.67 | 0.02 | -0.02 | 1,640,000.00 | 4,950,000.00 | 2,780,000.00 | 0.05 | 2,820,000.00 | 0.01 | 2,725,714.29 | 1,130,000.00 | 2,010,000.00 | 60,541.00 | 0.78 | 55,946.00 | 3,100,000.00 | 53,281.73 | 0.07 | 2,650,000.00 | 53,333.00 | 2,420,000.00 | 58,649.00 | 57,825.14 | -0.03 | 0.05 | -0.01 | 54,865.00 | 52,901.78 | 56,379.20 | 0.03 | 59,334.68 | 59,610.94 | 61,712.00 | 54,054.00 | -142,857.14 | 59,770.41 | 53,045.56 | 55,522.73 | -500,000.00 | 0.00 | 0.00 | 53,873.09 | 0.00 | -500,000.00 | 0.00 | -500,000.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-07 | 60,359.31 | 0.00 | 61,261.67 | -0.00 | 0.02 | 2,650,000.00 | 3,100,000.00 | 2,276,666.67 | -0.03 | 2,420,000.00 | 0.02 | 2,574,285.71 | 4,950,000.00 | 1,130,000.00 | 61,622.00 | 0.28 | 54,054.00 | 2,820,000.00 | 53,045.56 | 0.05 | 2,010,000.00 | 54,865.00 | 1,590,000.00 | 61,712.00 | 58,906.29 | -0.01 | -0.02 | 0.03 | 58,649.00 | 53,873.09 | 57,424.02 | 0.07 | 60,365.61 | 59,334.68 | 60,541.00 | 53,333.00 | -71,428.57 | 60,019.86 | 52,901.78 | 59,610.94 | -500,000.00 | 0.00 | 0.00 | 55,522.73 | 0.00 | -500,000.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.14 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-10 | 60,622.79 | 0.02 | 61,952.33 | 0.01 | 0.00 | 2,010,000.00 | 2,820,000.00 | 1,793,333.33 | -0.01 | 1,590,000.00 | 0.02 | 2,482,857.14 | 3,100,000.00 | 4,950,000.00 | 61,622.00 | 0.74 | 53,333.00 | 2,420,000.00 | 52,901.78 | -0.02 | 1,130,000.00 | 58,649.00 | 1,370,000.00 | 60,541.00 | 60,232.00 | 0.03 | 0.02 | 0.07 | 61,712.00 | 55,522.73 | 58,527.02 | 0.05 | 60,359.31 | 60,365.61 | 61,622.00 | 54,865.00 | 0.00 | 60,449.23 | 53,873.09 | 59,334.68 | -500,000.00 | 0.00 | 0.00 | 59,610.94 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 |
| 2024-06-11 | 60,345.39 | -0.01 | 62,012.33 | 0.00 | 0.02 | 1,130,000.00 | 2,420,000.00 | 1,820,000.00 | 0.03 | 1,370,000.00 | 0.02 | 2,678,571.43 | 2,820,000.00 | 3,100,000.00 | 62,613.00 | 0.23 | 54,865.00 | 1,590,000.00 | 53,873.09 | 0.02 | 4,950,000.00 | 61,712.00 | 2,500,000.00 | 61,622.00 | 61,223.00 | 0.07 | 0.00 | 0.05 | 60,541.00 | 59,610.94 | 59,451.63 | -0.02 | 60,622.79 | 60,359.31 | 61,622.00 | 58,649.00 | 0.00 | 60,442.50 | 55,522.73 | 60,365.61 | 0.00 | 0.00 | 0.00 | 59,334.68 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-12 | 60,614.80 | 0.01 | 62,372.67 | 0.01 | -0.01 | 4,950,000.00 | 1,590,000.00 | 2,043,333.33 | 0.07 | 2,500,000.00 | 0.01 | 2,294,285.71 | 2,420,000.00 | 2,820,000.00 | 61,802.00 | 0.77 | 58,649.00 | 1,370,000.00 | 55,522.73 | 0.00 | 3,100,000.00 | 60,541.00 | 2,260,000.00 | 61,622.00 | 61,802.14 | 0.05 | 0.02 | -0.02 | 61,622.00 | 59,334.68 | 60,179.07 | 0.02 | 60,345.39 | 60,622.79 | 62,613.00 | 61,712.00 | 0.00 | 60,527.66 | 59,610.94 | 60,359.31 | 0.00 | 0.00 | 0.00 | 60,365.61 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-13 | 60,577.55 | 0.01 | 62,522.67 | 0.00 | 0.01 | 3,100,000.00 | 1,370,000.00 | 2,130,000.00 | 0.05 | 2,260,000.00 | 0.00 | 2,084,285.71 | 1,590,000.00 | 2,420,000.00 | 62,703.00 | 0.76 | 61,712.00 | 2,500,000.00 | 59,610.94 | 0.02 | 2,820,000.00 | 61,622.00 | 1,630,000.00 | 62,613.00 | 61,995.14 | -0.02 | -0.01 | 0.02 | 61,622.00 | 60,365.61 | 60,317.16 | 0.00 | 60,614.80 | 60,345.39 | 61,802.00 | 60,541.00 | 0.00 | 60,512.58 | 59,334.68 | 60,622.79 | 0.00 | 0.00 | 0.00 | 60,359.31 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-14 | 60,690.67 | 0.00 | 62,943.00 | 0.01 | 0.01 | 2,820,000.00 | 2,500,000.00 | 2,603,333.33 | -0.02 | 1,630,000.00 | 0.01 | 2,241,428.57 | 1,370,000.00 | 1,590,000.00 | 63,063.00 | 0.28 | 60,541.00 | 2,260,000.00 | 59,334.68 | -0.01 | 2,420,000.00 | 61,622.00 | 3,920,000.00 | 61,802.00 | 62,355.43 | 0.02 | 0.01 | 0.00 | 62,613.00 | 60,359.31 | 60,510.87 | 0.02 | 60,577.55 | 60,614.80 | 62,703.00 | 61,622.00 | 0.00 | 60,627.67 | 60,365.61 | 60,345.39 | 0.00 | 0.00 | 0.00 | 60,622.79 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-17 | 60,011.60 | -0.03 | 62,432.33 | -0.01 | 0.00 | 2,420,000.00 | 2,260,000.00 | 3,263,333.33 | 0.02 | 3,920,000.00 | -0.00 | 2,501,428.57 | 2,500,000.00 | 1,370,000.00 | 63,063.00 | 0.23 | 61,622.00 | 1,630,000.00 | 60,365.61 | 0.01 | 1,590,000.00 | 62,613.00 | 4,240,000.00 | 62,703.00 | 62,291.00 | 0.00 | 0.01 | 0.02 | 61,802.00 | 60,622.79 | 60,460.30 | -0.01 | 60,690.67 | 60,577.55 | 63,063.00 | 61,622.00 | 0.00 | 60,426.61 | 60,359.31 | 60,614.80 | 0.00 | 0.00 | 0.00 | 60,345.39 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-18 | 60,155.94 | 0.01 | 61,952.00 | -0.01 | -0.03 | 1,590,000.00 | 1,630,000.00 | 3,236,666.67 | 0.00 | 4,240,000.00 | 0.00 | 2,495,714.29 | 2,260,000.00 | 2,500,000.00 | 61,171.00 | 0.69 | 61,622.00 | 3,920,000.00 | 60,359.31 | 0.01 | 1,370,000.00 | 61,802.00 | 1,550,000.00 | 63,063.00 | 62,291.00 | 0.02 | 0.00 | -0.01 | 62,703.00 | 60,345.39 | 60,431.25 | 0.01 | 60,011.60 | 60,690.67 | 63,063.00 | 62,613.00 | 0.00 | 60,286.07 | 60,622.79 | 60,577.55 | 0.00 | 0.00 | 0.00 | 60,614.80 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-19 | 60,268.79 | 0.02 | 61,922.00 | -0.00 | 0.01 | 1,370,000.00 | 3,920,000.00 | 2,790,000.00 | 0.02 | 1,550,000.00 | 0.00 | 2,668,571.43 | 1,630,000.00 | 2,260,000.00 | 61,622.00 | 0.68 | 62,613.00 | 4,240,000.00 | 60,622.79 | 0.00 | 2,500,000.00 | 62,703.00 | 2,580,000.00 | 63,063.00 | 62,342.43 | -0.01 | -0.03 | 0.01 | 63,063.00 | 60,614.80 | 60,380.68 | 0.01 | 60,155.94 | 60,011.60 | 61,171.00 | 61,802.00 | 0.00 | 60,145.44 | 60,345.39 | 60,690.67 | 0.00 | 0.00 | 0.00 | 60,577.55 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-20 | 60,416.11 | 0.00 | 62,522.67 | 0.01 | 0.02 | 2,500,000.00 | 4,240,000.00 | 2,006,666.67 | -0.01 | 2,580,000.00 | 0.00 | 2,581,428.57 | 3,920,000.00 | 1,630,000.00 | 62,973.00 | 0.25 | 61,802.00 | 1,550,000.00 | 60,345.39 | -0.03 | 2,260,000.00 | 63,063.00 | 1,890,000.00 | 61,171.00 | 62,509.71 | 0.01 | 0.01 | 0.01 | 63,063.00 | 60,577.55 | 60,390.78 | 0.00 | 60,268.79 | 60,155.94 | 61,622.00 | 62,703.00 | 0.00 | 60,280.28 | 60,614.80 | 60,011.60 | 0.00 | 0.00 | 0.00 | 60,690.67 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-21 | 60,486.43 | 0.01 | 63,183.33 | 0.01 | 0.00 | 2,260,000.00 | 1,550,000.00 | 2,236,666.67 | 0.01 | 1,890,000.00 | 0.00 | 2,578,571.43 | 4,240,000.00 | 3,920,000.00 | 62,973.00 | 0.71 | 62,703.00 | 2,580,000.00 | 60,614.80 | 0.01 | 1,630,000.00 | 63,063.00 | 2,240,000.00 | 61,622.00 | 62,638.43 | 0.01 | 0.02 | 0.00 | 61,171.00 | 60,690.67 | 60,372.44 | -0.03 | 60,416.11 | 60,268.79 | 62,973.00 | 63,063.00 | 0.00 | 60,390.44 | 60,577.55 | 60,155.94 | 0.00 | 0.00 | 0.00 | 60,011.60 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-24 | 59,584.11 | -0.06 | 62,132.33 | -0.02 | 0.01 | 1,630,000.00 | 2,580,000.00 | 2,790,000.00 | 0.01 | 2,240,000.00 | -0.01 | 2,951,428.57 | 1,550,000.00 | 4,240,000.00 | 63,604.00 | 0.20 | 63,063.00 | 1,890,000.00 | 60,577.55 | 0.02 | 3,920,000.00 | 61,171.00 | 4,240,000.00 | 62,973.00 | 62,175.14 | 0.00 | 0.00 | -0.03 | 61,622.00 | 60,011.60 | 60,230.52 | 0.01 | 60,486.43 | 60,416.11 | 62,973.00 | 63,063.00 | 0.00 | 60,162.22 | 60,690.67 | 60,268.79 | 0.00 | 0.00 | 0.00 | 60,155.94 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-25 | 58,807.77 | -0.04 | 60,270.33 | -0.03 | -0.06 | 3,920,000.00 | 1,890,000.00 | 3,000,000.00 | 0.00 | 4,240,000.00 | -0.01 | 2,751,428.57 | 2,580,000.00 | 1,550,000.00 | 59,820.00 | 0.24 | 63,063.00 | 2,240,000.00 | 60,690.67 | 0.00 | 4,240,000.00 | 61,622.00 | 2,520,000.00 | 62,973.00 | 61,364.29 | -0.03 | 0.01 | 0.01 | 62,973.00 | 60,155.94 | 59,961.53 | 0.02 | 59,584.11 | 60,486.43 | 63,604.00 | 61,171.00 | 0.00 | 59,626.10 | 60,011.60 | 60,416.11 | 0.00 | 0.00 | 0.00 | 60,268.79 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-26 | 58,774.12 | 0.02 | 58,528.33 | -0.03 | -0.04 | 4,240,000.00 | 2,240,000.00 | 2,683,333.33 | -0.03 | 2,520,000.00 | -0.01 | 2,330,000.00 | 1,890,000.00 | 2,580,000.00 | 57,387.00 | 0.68 | 61,171.00 | 4,240,000.00 | 60,011.60 | 0.01 | 1,550,000.00 | 62,973.00 | 1,290,000.00 | 63,604.00 | 60,965.29 | 0.01 | -0.06 | 0.02 | 62,973.00 | 60,268.79 | 59,784.75 | 0.00 | 58,807.77 | 59,584.11 | 59,820.00 | 61,622.00 | 0.00 | 59,055.33 | 60,155.94 | 60,486.43 | 0.00 | 0.00 | 0.00 | 60,416.11 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-27 | 56,607.28 | -0.02 | 57,627.33 | -0.01 | 0.02 | 1,550,000.00 | 4,240,000.00 | 1,710,000.00 | 0.01 | 1,290,000.00 | -0.01 | 2,297,142.86 | 2,240,000.00 | 1,890,000.00 | 58,378.00 | 0.20 | 61,622.00 | 2,520,000.00 | 60,155.94 | -0.06 | 2,580,000.00 | 62,973.00 | 1,320,000.00 | 59,820.00 | 60,321.71 | 0.02 | -0.04 | 0.00 | 63,604.00 | 60,416.11 | 59,277.80 | 0.01 | 58,774.12 | 58,807.77 | 57,387.00 | 62,973.00 | 0.00 | 58,063.06 | 60,268.79 | 59,584.11 | 0.00 | 0.00 | 0.00 | 60,486.43 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-06-28 | 54,673.52 | -0.04 | 56,816.67 | -0.01 | -0.02 | 2,580,000.00 | 2,520,000.00 | 1,596,666.67 | 0.02 | 1,320,000.00 | -0.02 | 2,240,000.00 | 4,240,000.00 | 2,240,000.00 | 57,117.00 | 0.18 | 62,973.00 | 1,290,000.00 | 60,268.79 | -0.04 | 1,890,000.00 | 63,604.00 | 2,180,000.00 | 57,387.00 | 59,176.29 | 0.00 | 0.02 | 0.01 | 59,820.00 | 60,486.43 | 58,478.48 | -0.06 | 56,607.28 | 58,774.12 | 58,378.00 | 62,973.00 | 0.00 | 56,684.98 | 60,416.11 | 58,807.77 | 0.00 | 0.00 | 0.00 | 59,584.11 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-01 | 55,956.39 | 0.02 | 56,066.00 | -0.01 | -0.04 | 1,890,000.00 | 1,290,000.00 | 1,593,333.33 | 0.00 | 2,180,000.00 | -0.02 | 2,152,857.14 | 2,520,000.00 | 4,240,000.00 | 54,955.00 | 0.70 | 62,973.00 | 1,320,000.00 | 60,416.11 | 0.02 | 2,240,000.00 | 59,820.00 | 1,280,000.00 | 58,378.00 | 58,198.14 | 0.01 | -0.02 | -0.06 | 57,387.00 | 59,584.11 | 57,841.37 | -0.04 | 54,673.52 | 56,607.28 | 57,117.00 | 63,604.00 | 0.00 | 55,745.73 | 60,486.43 | 58,774.12 | 0.00 | 0.00 | 0.00 | 58,807.77 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-02 | 56,171.71 | 0.01 | 56,006.00 | -0.00 | 0.02 | 2,240,000.00 | 1,320,000.00 | 1,560,000.00 | 0.01 | 1,280,000.00 | -0.02 | 2,007,142.86 | 1,290,000.00 | 2,520,000.00 | 56,126.00 | 0.70 | 63,604.00 | 2,180,000.00 | 60,486.43 | -0.02 | 4,240,000.00 | 57,387.00 | 1,220,000.00 | 57,117.00 | 57,245.71 | -0.06 | -0.04 | -0.04 | 58,378.00 | 58,807.77 | 57,224.98 | 0.02 | 55,956.39 | 54,673.52 | 54,955.00 | 59,820.00 | 0.00 | 55,600.54 | 59,584.11 | 56,607.28 | 0.00 | 0.00 | 0.00 | 58,774.12 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-03 | 56,043.65 | -0.01 | 56,546.67 | 0.01 | 0.01 | 4,240,000.00 | 2,180,000.00 | 1,200,000.00 | -0.06 | 1,220,000.00 | -0.01 | 1,558,571.43 | 1,320,000.00 | 1,290,000.00 | 56,937.00 | 0.22 | 59,820.00 | 1,280,000.00 | 59,584.11 | -0.04 | 2,520,000.00 | 58,378.00 | 1,100,000.00 | 54,955.00 | 56,782.43 | -0.04 | 0.02 | 0.02 | 57,117.00 | 58,774.12 | 56,719.20 | -0.02 | 56,171.71 | 55,956.39 | 56,126.00 | 57,387.00 | 0.00 | 56,057.25 | 58,807.77 | 54,673.52 | 0.00 | 0.00 | 0.00 | 56,607.28 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-04 | 56,297.67 | 0.03 | 57,177.33 | 0.01 | -0.01 | 2,520,000.00 | 1,280,000.00 | 1,303,333.33 | -0.04 | 1,100,000.00 | 0.00 | 1,425,714.29 | 2,180,000.00 | 1,320,000.00 | 56,577.00 | 0.70 | 57,387.00 | 1,220,000.00 | 58,807.77 | 0.02 | 1,290,000.00 | 57,117.00 | 1,590,000.00 | 56,126.00 | 56,872.57 | 0.02 | 0.01 | -0.02 | 54,955.00 | 56,607.28 | 56,360.62 | -0.04 | 56,043.65 | 56,171.71 | 56,937.00 | 58,378.00 | 0.00 | 56,171.01 | 58,774.12 | 55,956.39 | 0.00 | 0.00 | 0.00 | 54,673.52 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-05 | 57,979.34 | -0.00 | 57,477.67 | 0.01 | 0.03 | 1,290,000.00 | 1,220,000.00 | 1,420,000.00 | 0.02 | 1,590,000.00 | -0.00 | 1,465,714.29 | 1,280,000.00 | 2,180,000.00 | 58,018.00 | 0.22 | 58,378.00 | 1,100,000.00 | 58,774.12 | 0.01 | 1,320,000.00 | 54,955.00 | 1,570,000.00 | 56,937.00 | 56,795.43 | -0.02 | -0.01 | -0.04 | 56,126.00 | 54,673.52 | 56,247.08 | 0.02 | 56,297.67 | 56,043.65 | 56,577.00 | 57,117.00 | 0.00 | 56,773.55 | 56,607.28 | 56,171.71 | 0.00 | 0.00 | 0.00 | 55,956.39 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-08 | 57,920.26 | -0.01 | 57,777.67 | 0.01 | -0.00 | 1,320,000.00 | 1,100,000.00 | 1,423,333.33 | -0.02 | 1,570,000.00 | 0.00 | 1,435,714.29 | 1,220,000.00 | 1,280,000.00 | 57,838.00 | 0.22 | 57,117.00 | 1,590,000.00 | 56,607.28 | -0.01 | 2,180,000.00 | 56,126.00 | 1,110,000.00 | 56,577.00 | 56,846.86 | -0.04 | 0.03 | 0.02 | 56,937.00 | 55,956.39 | 56,434.65 | 0.01 | 57,979.34 | 56,297.67 | 58,018.00 | 54,955.00 | 0.00 | 57,399.09 | 54,673.52 | 56,043.65 | 0.00 | 0.00 | 0.00 | 56,171.71 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-09 | 58,110.15 | 0.01 | 57,807.67 | 0.00 | -0.01 | 2,180,000.00 | 1,590,000.00 | 1,530,000.00 | -0.04 | 1,110,000.00 | 0.01 | 1,397,142.86 | 1,100,000.00 | 1,220,000.00 | 57,477.00 | 0.67 | 54,955.00 | 1,570,000.00 | 54,673.52 | 0.03 | 1,280,000.00 | 56,937.00 | 1,910,000.00 | 58,018.00 | 57,297.29 | 0.02 | -0.00 | 0.01 | 56,577.00 | 56,171.71 | 56,925.59 | -0.01 | 57,920.26 | 57,979.34 | 57,838.00 | 56,126.00 | 0.00 | 58,003.25 | 55,956.39 | 56,297.67 | 0.00 | 0.00 | 0.00 | 56,043.65 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-10 | 59,412.32 | 0.03 | 58,408.33 | 0.01 | 0.01 | 1,280,000.00 | 1,570,000.00 | 1,943,333.33 | 0.02 | 1,910,000.00 | 0.01 | 1,615,714.29 | 1,590,000.00 | 1,100,000.00 | 58,108.00 | 0.72 | 56,126.00 | 1,110,000.00 | 55,956.39 | -0.00 | 1,220,000.00 | 56,577.00 | 2,810,000.00 | 57,838.00 | 57,799.29 | 0.01 | -0.01 | -0.01 | 58,018.00 | 56,043.65 | 57,419.30 | 0.03 | 58,110.15 | 57,920.26 | 57,477.00 | 56,937.00 | 0.00 | 58,480.91 | 56,171.71 | 57,979.34 | 0.00 | 0.00 | 0.00 | 56,297.67 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-11 | 59,168.72 | -0.02 | 58,829.00 | 0.01 | 0.03 | 1,220,000.00 | 1,110,000.00 | 1,970,000.00 | 0.01 | 2,810,000.00 | 0.00 | 1,611,428.57 | 1,570,000.00 | 1,590,000.00 | 59,640.00 | 0.25 | 56,937.00 | 1,910,000.00 | 56,171.71 | -0.01 | 1,100,000.00 | 58,018.00 | 1,190,000.00 | 57,477.00 | 58,056.71 | -0.01 | 0.01 | 0.03 | 57,838.00 | 56,297.67 | 57,847.45 | -0.00 | 59,412.32 | 58,110.15 | 58,108.00 | 56,577.00 | 0.00 | 58,897.06 | 56,043.65 | 57,920.26 | 0.00 | 0.00 | 0.00 | 57,979.34 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-12 | 58,790.14 | -0.02 | 58,618.67 | -0.00 | -0.02 | 1,100,000.00 | 1,910,000.00 | 1,870,000.00 | -0.01 | 1,190,000.00 | 0.00 | 1,684,285.71 | 1,110,000.00 | 1,570,000.00 | 58,739.00 | 0.22 | 56,577.00 | 2,810,000.00 | 56,043.65 | 0.01 | 1,590,000.00 | 57,838.00 | 1,610,000.00 | 58,108.00 | 58,185.29 | 0.03 | 0.03 | -0.00 | 57,477.00 | 57,979.34 | 58,239.80 | -0.01 | 59,168.72 | 59,412.32 | 59,640.00 | 58,018.00 | 0.00 | 59,123.73 | 56,297.67 | 58,110.15 | 0.00 | 0.00 | 0.00 | 57,920.26 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-15 | 54,671.57 | -0.03 | 57,387.33 | -0.02 | -0.02 | 1,590,000.00 | 2,810,000.00 | 1,520,000.00 | 0.03 | 1,610,000.00 | -0.01 | 1,708,571.43 | 1,910,000.00 | 1,110,000.00 | 57,477.00 | 0.20 | 58,018.00 | 1,190,000.00 | 56,297.67 | 0.03 | 1,570,000.00 | 57,477.00 | 1,760,000.00 | 59,640.00 | 57,889.29 | -0.00 | -0.02 | -0.01 | 58,108.00 | 57,920.26 | 58,007.50 | 0.01 | 58,790.14 | 59,168.72 | 58,739.00 | 57,838.00 | 0.00 | 57,543.48 | 57,979.34 | 59,412.32 | 0.00 | 0.00 | 0.00 | 58,110.15 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-16 | 54,358.77 | -0.03 | 55,825.67 | -0.03 | -0.03 | 1,570,000.00 | 1,190,000.00 | 1,826,666.67 | -0.00 | 1,760,000.00 | -0.01 | 1,785,714.29 | 2,810,000.00 | 1,910,000.00 | 55,946.00 | 0.20 | 57,838.00 | 1,610,000.00 | 57,979.34 | -0.02 | 1,110,000.00 | 58,108.00 | 2,110,000.00 | 58,739.00 | 57,348.71 | -0.01 | -0.02 | 0.01 | 59,640.00 | 58,110.15 | 57,490.28 | 0.03 | 54,671.57 | 58,790.14 | 57,477.00 | 57,477.00 | 0.00 | 55,940.16 | 57,920.26 | 59,168.72 | 0.00 | 0.00 | 0.00 | 59,412.32 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-17 | 51,261.33 | -0.06 | 53,543.67 | -0.04 | -0.03 | 1,110,000.00 | 1,610,000.00 | 2,113,333.33 | -0.01 | 2,110,000.00 | -0.02 | 1,980,000.00 | 1,190,000.00 | 2,810,000.00 | 54,054.00 | 0.21 | 57,477.00 | 1,760,000.00 | 57,920.26 | -0.02 | 1,910,000.00 | 59,640.00 | 2,470,000.00 | 57,477.00 | 56,370.71 | 0.01 | -0.03 | 0.03 | 58,739.00 | 59,412.32 | 56,539.00 | -0.02 | 54,358.77 | 54,671.57 | 55,946.00 | 58,108.00 | 0.00 | 53,430.56 | 58,110.15 | 58,790.14 | 0.00 | 0.00 | 0.00 | 59,168.72 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-18 | 50,748.49 | 0.02 | 52,072.33 | -0.03 | -0.06 | 1,910,000.00 | 1,760,000.00 | 2,026,666.67 | 0.01 | 2,470,000.00 | -0.02 | 1,921,428.57 | 1,610,000.00 | 1,190,000.00 | 50,631.00 | 0.65 | 58,108.00 | 2,110,000.00 | 58,110.15 | -0.03 | 2,810,000.00 | 58,739.00 | 1,500,000.00 | 55,946.00 | 55,431.29 | 0.03 | -0.03 | -0.02 | 57,477.00 | 59,168.72 | 55,487.33 | -0.02 | 51,261.33 | 54,358.77 | 54,054.00 | 59,640.00 | 0.00 | 52,122.86 | 59,412.32 | 54,671.57 | 0.00 | 0.00 | 0.00 | 58,790.14 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-19 | 48,093.92 | -0.02 | 50,871.00 | -0.02 | 0.02 | 2,810,000.00 | 2,110,000.00 | 1,710,000.00 | 0.03 | 1,500,000.00 | -0.02 | 1,685,714.29 | 1,760,000.00 | 1,610,000.00 | 51,532.00 | 0.23 | 59,640.00 | 2,470,000.00 | 59,412.32 | -0.03 | 1,190,000.00 | 57,477.00 | 1,160,000.00 | 54,054.00 | 54,118.43 | -0.02 | -0.06 | -0.02 | 55,946.00 | 58,790.14 | 53,870.42 | -0.03 | 50,748.49 | 51,261.33 | 50,631.00 | 58,739.00 | 0.00 | 50,034.58 | 59,168.72 | 54,358.77 | 0.00 | 0.00 | 0.00 | 54,671.57 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-22 | 48,040.07 | -0.03 | 50,240.33 | -0.01 | -0.02 | 1,190,000.00 | 2,470,000.00 | 1,356,666.67 | -0.02 | 1,160,000.00 | -0.03 | 1,717,142.86 | 2,110,000.00 | 1,760,000.00 | 50,450.00 | 0.16 | 58,739.00 | 1,500,000.00 | 59,168.72 | -0.06 | 1,610,000.00 | 55,946.00 | 1,410,000.00 | 50,631.00 | 52,689.86 | -0.02 | 0.02 | -0.03 | 54,054.00 | 54,671.57 | 52,280.61 | -0.03 | 48,093.92 | 50,748.49 | 51,532.00 | 57,477.00 | 0.00 | 48,960.83 | 58,790.14 | 51,261.33 | 0.00 | 0.00 | 0.00 | 54,358.77 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-23 | 47,807.68 | 0.00 | 49,309.33 | -0.02 | -0.03 | 1,610,000.00 | 1,500,000.00 | 1,246,666.67 | -0.02 | 1,410,000.00 | -0.02 | 1,654,285.71 | 2,470,000.00 | 2,110,000.00 | 48,739.00 | 0.20 | 57,477.00 | 1,160,000.00 | 58,790.14 | 0.02 | 1,760,000.00 | 54,054.00 | 1,170,000.00 | 51,532.00 | 51,441.57 | -0.03 | -0.02 | -0.03 | 50,631.00 | 54,358.77 | 50,711.69 | -0.06 | 48,040.07 | 48,093.92 | 50,450.00 | 55,946.00 | 0.00 | 47,980.56 | 54,671.57 | 50,748.49 | 0.00 | 0.00 | 0.00 | 51,261.33 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-24 | 47,943.97 | 0.01 | 48,859.00 | -0.01 | 0.00 | 1,760,000.00 | 1,160,000.00 | 1,159,663.33 | -0.03 | 1,170,000.00 | -0.02 | 1,531,284.29 | 1,500,000.00 | 2,470,000.00 | 48,739.00 | 0.64 | 55,946.00 | 1,410,000.00 | 54,671.57 | -0.02 | 2,110,000.00 | 50,631.00 | 898,990.00 | 50,450.00 | 50,463.43 | -0.03 | -0.03 | -0.06 | 51,532.00 | 51,261.33 | 49,750.60 | 0.02 | 47,807.68 | 48,040.07 | 48,739.00 | 54,054.00 | 0.00 | 47,930.58 | 54,358.77 | 48,093.92 | 0.00 | 0.00 | 0.00 | 50,748.49 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-25 | 46,682.07 | -0.02 | 48,648.67 | -0.00 | 0.01 | 2,110,000.00 | 1,410,000.00 | 959,836.67 | -0.03 | 898,990.00 | -0.02 | 1,345,644.29 | 1,160,000.00 | 1,500,000.00 | 49,099.00 | 0.18 | 54,054.00 | 1,170,000.00 | 54,358.77 | -0.03 | 2,470,000.00 | 51,532.00 | 810,520.00 | 48,739.00 | 49,614.00 | -0.06 | 0.00 | 0.02 | 50,450.00 | 50,748.49 | 48,653.93 | -0.02 | 47,943.97 | 47,807.68 | 48,739.00 | 50,631.00 | 0.00 | 47,477.91 | 51,261.33 | 48,040.07 | 0.00 | 0.00 | 0.00 | 48,093.92 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-26 | 47,992.62 | 0.06 | 49,369.33 | 0.02 | -0.02 | 2,470,000.00 | 1,170,000.00 | 979,836.67 | -0.06 | 810,520.00 | 0.00 | 1,168,501.43 | 1,410,000.00 | 1,160,000.00 | 48,108.00 | 1.00 | 50,631.00 | 898,990.00 | 51,261.33 | 0.00 | 1,500,000.00 | 50,450.00 | 1,230,000.00 | 48,739.00 | 49,652.57 | 0.02 | 0.01 | -0.02 | 48,739.00 | 48,093.92 | 48,186.98 | -0.03 | 46,682.07 | 47,943.97 | 49,099.00 | 51,532.00 | 0.00 | 47,539.56 | 50,748.49 | 47,807.68 | 0.00 | 0.00 | 0.00 | 48,040.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-29 | 48,532.14 | 0.00 | 50,000.00 | 0.01 | 0.06 | 1,500,000.00 | 898,990.00 | 1,005,033.33 | 0.02 | 1,230,000.00 | -0.00 | 1,093,441.43 | 1,170,000.00 | 1,410,000.00 | 50,901.00 | 1.00 | 51,532.00 | 810,520.00 | 50,748.49 | 0.01 | 1,160,000.00 | 48,739.00 | 974,580.00 | 49,099.00 | 49,575.29 | -0.02 | -0.02 | -0.03 | 48,739.00 | 48,040.07 | 47,870.35 | 0.00 | 47,992.62 | 46,682.07 | 48,108.00 | 50,450.00 | 0.00 | 47,735.61 | 48,093.92 | 47,943.97 | 0.00 | 0.00 | 0.00 | 47,807.68 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-30 | 48,273.30 | -0.02 | 50,600.67 | 0.01 | 0.00 | 1,160,000.00 | 810,520.00 | 1,081,526.67 | -0.02 | 974,580.00 | -0.00 | 1,076,298.57 | 898,990.00 | 1,170,000.00 | 50,991.00 | 0.00 | 50,450.00 | 1,230,000.00 | 48,093.92 | -0.02 | 1,410,000.00 | 48,739.00 | 1,040,000.00 | 48,108.00 | 49,498.14 | -0.03 | 0.06 | 0.00 | 49,099.00 | 47,807.68 | 47,895.98 | 0.01 | 48,532.14 | 47,992.62 | 50,901.00 | 48,739.00 | 0.00 | 48,266.02 | 48,040.07 | 46,682.07 | 0.00 | 0.00 | 0.00 | 47,943.97 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-07-31 | 48,187.26 | -0.01 | 50,150.33 | -0.01 | -0.02 | 1,410,000.00 | 1,230,000.00 | 911,026.67 | -0.03 | 1,040,000.00 | 0.00 | 977,512.86 | 810,520.00 | 898,990.00 | 49,910.00 | 0.00 | 48,739.00 | 974,580.00 | 48,040.07 | 0.06 | 1,170,000.00 | 49,099.00 | 718,500.00 | 50,901.00 | 49,614.00 | 0.00 | 0.00 | 0.01 | 48,108.00 | 47,943.97 | 47,917.01 | -0.02 | 48,273.30 | 48,532.14 | 50,991.00 | 48,739.00 | 0.00 | 48,330.90 | 47,807.68 | 47,992.62 | 0.00 | 0.00 | 0.00 | 46,682.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-01 | 45,940.03 | -0.07 | 48,528.67 | -0.03 | -0.01 | 1,170,000.00 | 974,580.00 | 1,072,833.33 | 0.00 | 718,500.00 | -0.01 | 1,018,941.43 | 1,230,000.00 | 810,520.00 | 49,550.00 | 0.00 | 48,739.00 | 1,040,000.00 | 47,807.68 | 0.00 | 898,990.00 | 48,108.00 | 1,460,000.00 | 50,991.00 | 49,240.71 | 0.01 | -0.02 | -0.02 | 50,901.00 | 46,682.07 | 47,650.20 | 0.06 | 48,187.26 | 48,273.30 | 49,910.00 | 49,099.00 | 0.00 | 47,466.86 | 47,943.97 | 48,532.14 | 0.00 | 0.00 | 0.00 | 47,992.62 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-02 | 45,535.87 | 0.02 | 47,597.67 | -0.02 | -0.07 | 898,990.00 | 1,040,000.00 | 1,031,270.00 | 0.01 | 1,460,000.00 | -0.01 | 1,021,272.86 | 974,580.00 | 1,230,000.00 | 46,126.00 | 1.00 | 49,099.00 | 718,500.00 | 47,943.97 | -0.02 | 810,520.00 | 50,901.00 | 915,310.00 | 49,910.00 | 48,957.57 | -0.02 | -0.01 | 0.06 | 50,991.00 | 47,992.62 | 47,306.18 | 0.00 | 45,940.03 | 48,187.26 | 49,550.00 | 48,108.00 | 0.00 | 46,554.39 | 46,682.07 | 48,273.30 | 0.00 | 0.00 | 0.00 | 48,532.14 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-05 | 43,924.11 | -0.07 | 45,690.67 | -0.04 | 0.02 | 810,520.00 | 718,500.00 | 1,361,770.00 | -0.02 | 915,310.00 | -0.01 | 1,149,770.00 | 1,040,000.00 | 974,580.00 | 47,117.00 | 0.00 | 48,108.00 | 1,460,000.00 | 46,682.07 | -0.01 | 1,230,000.00 | 50,991.00 | 1,710,000.00 | 49,550.00 | 48,346.29 | 0.06 | -0.07 | 0.00 | 49,910.00 | 48,532.14 | 46,912.19 | -0.02 | 45,535.87 | 45,940.03 | 46,126.00 | 50,901.00 | 0.00 | 45,133.34 | 47,992.62 | 48,187.26 | 0.00 | 0.00 | 0.00 | 48,273.30 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-06 | 44,501.18 | 0.03 | 45,360.33 | -0.01 | -0.07 | 1,230,000.00 | 1,460,000.00 | 1,129,700.00 | 0.06 | 1,710,000.00 | -0.02 | 1,083,168.57 | 718,500.00 | 1,040,000.00 | 43,829.00 | 1.00 | 50,901.00 | 915,310.00 | 47,992.62 | -0.07 | 974,580.00 | 49,910.00 | 763,790.00 | 46,126.00 | 47,522.57 | 0.00 | 0.02 | -0.02 | 49,550.00 | 48,273.30 | 46,413.41 | -0.01 | 43,924.11 | 45,535.87 | 47,117.00 | 50,991.00 | 0.00 | 44,653.72 | 48,532.14 | 45,940.03 | 0.00 | 0.00 | 0.00 | 48,187.26 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-07 | 44,767.95 | 0.02 | 44,970.00 | -0.01 | 0.03 | 974,580.00 | 915,310.00 | 1,041,490.00 | 0.00 | 763,790.00 | -0.01 | 1,036,897.14 | 1,460,000.00 | 718,500.00 | 45,135.00 | 1.00 | 50,991.00 | 1,710,000.00 | 48,532.14 | 0.02 | 1,040,000.00 | 49,550.00 | 650,680.00 | 47,117.00 | 46,801.86 | -0.02 | -0.07 | -0.01 | 46,126.00 | 48,187.26 | 45,875.67 | -0.07 | 44,501.18 | 43,924.11 | 43,829.00 | 49,910.00 | 0.00 | 44,397.75 | 48,273.30 | 45,535.87 | 0.00 | 0.00 | 0.00 | 45,940.03 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-08 | 44,082.37 | -0.05 | 44,985.00 | 0.00 | 0.02 | 1,040,000.00 | 1,710,000.00 | 814,823.33 | -0.02 | 650,680.00 | -0.02 | 1,035,468.57 | 915,310.00 | 1,460,000.00 | 45,946.00 | 0.00 | 49,910.00 | 763,790.00 | 48,273.30 | -0.07 | 718,500.00 | 46,126.00 | 1,030,000.00 | 43,829.00 | 45,939.57 | -0.01 | 0.03 | -0.07 | 47,117.00 | 45,940.03 | 45,276.97 | 0.02 | 44,767.95 | 44,501.18 | 45,135.00 | 49,550.00 | 0.00 | 44,450.50 | 48,187.26 | 43,924.11 | 0.00 | 0.00 | 0.00 | 45,535.87 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-09 | 45,035.59 | 0.04 | 45,195.33 | 0.01 | -0.05 | 718,500.00 | 763,790.00 | 933,560.00 | -0.01 | 1,030,000.00 | -0.01 | 1,092,825.71 | 1,710,000.00 | 915,310.00 | 43,874.00 | 1.00 | 49,550.00 | 650,680.00 | 48,187.26 | 0.03 | 1,460,000.00 | 47,117.00 | 1,120,000.00 | 45,135.00 | 45,399.00 | -0.07 | 0.02 | 0.02 | 43,829.00 | 45,535.87 | 44,826.73 | -0.07 | 44,082.37 | 44,767.95 | 45,946.00 | 46,126.00 | 0.00 | 44,628.64 | 45,940.03 | 44,501.18 | 0.00 | 0.00 | 0.00 | 43,924.11 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-12 | 45,132.95 | 0.02 | 45,435.67 | 0.01 | 0.04 | 1,460,000.00 | 650,680.00 | 1,034,126.67 | -0.07 | 1,120,000.00 | 0.00 | 1,020,308.57 | 763,790.00 | 1,710,000.00 | 45,766.00 | 1.00 | 46,126.00 | 1,030,000.00 | 45,940.03 | 0.02 | 915,310.00 | 43,829.00 | 952,380.00 | 45,946.00 | 45,476.29 | 0.02 | -0.05 | -0.07 | 45,135.00 | 43,924.11 | 44,711.43 | 0.03 | 45,035.59 | 44,082.37 | 43,874.00 | 47,117.00 | 0.00 | 44,750.30 | 45,535.87 | 44,767.95 | 0.00 | 0.00 | 0.00 | 44,501.18 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-13 | 45,561.79 | -0.01 | 46,276.33 | 0.02 | 0.02 | 915,310.00 | 1,030,000.00 | 1,016,690.00 | 0.02 | 952,380.00 | -0.00 | 1,029,220.00 | 650,680.00 | 763,790.00 | 46,667.00 | 0.00 | 47,117.00 | 1,120,000.00 | 45,535.87 | -0.05 | 1,710,000.00 | 45,135.00 | 977,690.00 | 43,874.00 | 45,373.29 | -0.07 | 0.04 | 0.03 | 45,946.00 | 44,501.18 | 44,715.13 | 0.02 | 45,132.95 | 45,035.59 | 45,766.00 | 43,829.00 | 0.00 | 45,243.44 | 43,924.11 | 44,082.37 | 0.00 | 0.00 | 0.00 | 44,767.95 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-14 | 45,016.40 | -0.01 | 46,306.33 | 0.00 | -0.01 | 1,710,000.00 | 1,120,000.00 | 1,033,356.67 | -0.07 | 977,690.00 | 0.01 | 952,077.14 | 1,030,000.00 | 650,680.00 | 46,396.00 | 0.00 | 43,829.00 | 952,380.00 | 43,924.11 | 0.04 | 763,790.00 | 45,946.00 | 1,170,000.00 | 45,766.00 | 45,662.86 | 0.03 | 0.02 | 0.02 | 43,874.00 | 44,767.95 | 44,871.17 | -0.05 | 45,561.79 | 45,132.95 | 46,667.00 | 45,135.00 | 0.00 | 45,237.04 | 44,501.18 | 45,035.59 | 0.00 | 0.00 | 0.00 | 44,082.37 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-15 | 43,929.83 | -0.02 | 45,690.67 | -0.01 | -0.01 | 763,790.00 | 952,380.00 | 897,270.00 | 0.03 | 1,170,000.00 | -0.00 | 920,695.71 | 1,120,000.00 | 1,030,000.00 | 45,856.00 | 0.00 | 45,135.00 | 977,690.00 | 44,501.18 | 0.02 | 650,680.00 | 43,874.00 | 544,120.00 | 46,667.00 | 45,617.86 | 0.02 | -0.01 | -0.05 | 45,766.00 | 44,082.37 | 44,789.55 | 0.04 | 45,016.40 | 45,561.79 | 46,396.00 | 45,946.00 | 0.00 | 44,836.00 | 44,767.95 | 45,132.95 | 0.00 | 0.00 | 0.00 | 45,035.59 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-16 | 45,329.51 | 0.05 | 45,901.00 | 0.01 | -0.02 | 650,680.00 | 977,690.00 | 1,068,040.00 | 0.02 | 544,120.00 | 0.00 | 1,040,598.57 | 952,380.00 | 1,120,000.00 | 44,820.00 | 1.00 | 45,946.00 | 1,170,000.00 | 44,767.95 | -0.01 | 1,030,000.00 | 45,766.00 | 1,490,000.00 | 46,396.00 | 45,772.29 | -0.05 | -0.01 | 0.04 | 46,667.00 | 45,035.59 | 44,869.78 | 0.02 | 43,929.83 | 45,016.40 | 45,856.00 | 43,874.00 | 0.00 | 44,758.58 | 44,082.37 | 45,561.79 | 0.00 | 0.00 | 0.00 | 45,132.95 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-19 | 45,942.92 | 0.02 | 46,531.67 | 0.01 | 0.05 | 1,030,000.00 | 1,170,000.00 | 965,713.33 | -0.05 | 1,490,000.00 | 0.01 | 1,016,744.29 | 977,690.00 | 952,380.00 | 47,027.00 | 1.00 | 43,874.00 | 544,120.00 | 44,082.37 | -0.01 | 1,120,000.00 | 46,667.00 | 863,020.00 | 45,856.00 | 46,325.71 | 0.04 | -0.02 | 0.02 | 46,396.00 | 45,132.95 | 45,135.57 | -0.01 | 45,329.51 | 43,929.83 | 44,820.00 | 45,766.00 | 0.00 | 45,067.42 | 45,035.59 | 45,016.40 | 0.00 | 0.00 | 0.00 | 45,561.79 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-20 | 46,508.20 | 0.00 | 47,537.67 | 0.02 | 0.02 | 1,120,000.00 | 544,120.00 | 1,075,456.67 | 0.04 | 863,020.00 | 0.01 | 981,508.57 | 1,170,000.00 | 977,690.00 | 47,748.00 | 1.00 | 45,766.00 | 1,490,000.00 | 45,035.59 | -0.02 | 952,380.00 | 46,396.00 | 873,350.00 | 44,820.00 | 46,621.71 | 0.02 | 0.05 | -0.01 | 45,856.00 | 45,561.79 | 45,345.94 | -0.01 | 45,942.92 | 45,329.51 | 47,027.00 | 46,667.00 | 0.00 | 45,926.88 | 45,132.95 | 43,929.83 | 0.00 | 0.00 | 0.00 | 45,016.40 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-21 | 45,896.69 | -0.01 | 47,657.67 | 0.00 | 0.00 | 952,380.00 | 1,490,000.00 | 928,790.00 | 0.02 | 873,350.00 | 0.00 | 995,454.29 | 544,120.00 | 1,170,000.00 | 47,838.00 | 0.00 | 46,667.00 | 863,020.00 | 45,132.95 | 0.05 | 977,690.00 | 45,856.00 | 1,050,000.00 | 47,027.00 | 46,724.57 | -0.01 | 0.02 | -0.01 | 44,820.00 | 45,016.40 | 45,455.05 | -0.02 | 46,508.20 | 45,942.92 | 47,748.00 | 46,396.00 | 0.00 | 46,115.94 | 45,561.79 | 45,329.51 | 0.00 | 0.00 | 0.00 | 43,929.83 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-22 | 46,953.55 | 0.04 | 48,168.00 | 0.01 | -0.01 | 977,690.00 | 863,020.00 | 1,234,450.00 | -0.01 | 1,050,000.00 | 0.01 | 1,110,070.00 | 1,490,000.00 | 544,120.00 | 47,387.00 | 1.00 | 46,396.00 | 873,350.00 | 45,561.79 | 0.02 | 1,170,000.00 | 44,820.00 | 1,780,000.00 | 47,748.00 | 47,136.43 | -0.01 | 0.00 | -0.02 | 47,027.00 | 43,929.83 | 45,653.87 | 0.05 | 45,896.69 | 46,508.20 | 47,838.00 | 45,856.00 | 0.00 | 46,452.81 | 45,016.40 | 45,942.92 | 0.00 | 0.00 | 0.00 | 45,329.51 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-23 | 46,471.66 | -0.02 | 48,378.00 | 0.00 | 0.04 | 1,170,000.00 | 873,350.00 | 1,241,813.33 | -0.01 | 1,780,000.00 | 0.01 | 1,070,847.14 | 863,020.00 | 1,490,000.00 | 49,279.00 | 0.00 | 45,856.00 | 1,050,000.00 | 45,016.40 | 0.00 | 544,120.00 | 47,027.00 | 895,440.00 | 47,838.00 | 47,509.57 | -0.02 | -0.01 | 0.05 | 47,748.00 | 45,329.51 | 45,861.76 | 0.02 | 46,953.55 | 45,896.69 | 47,387.00 | 44,820.00 | 0.00 | 46,440.63 | 43,929.83 | 46,508.20 | 0.00 | 0.00 | 0.00 | 45,942.92 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-26 | 46,259.68 | -0.02 | 48,438.33 | 0.00 | -0.02 | 544,120.00 | 1,050,000.00 | 1,186,370.00 | -0.02 | 895,440.00 | 0.01 | 1,119,354.29 | 873,350.00 | 863,020.00 | 48,468.00 | 0.00 | 44,820.00 | 1,780,000.00 | 43,929.83 | -0.01 | 1,490,000.00 | 47,748.00 | 883,670.00 | 47,387.00 | 47,902.14 | 0.05 | 0.04 | 0.02 | 47,838.00 | 45,942.92 | 46,194.60 | 0.00 | 46,471.66 | 46,953.55 | 49,279.00 | 47,027.00 | 0.00 | 46,561.63 | 45,329.51 | 45,896.69 | 0.00 | 0.00 | 0.00 | 46,508.20 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-27 | 45,372.33 | -0.01 | 47,777.67 | -0.01 | -0.02 | 1,490,000.00 | 1,780,000.00 | 823,693.33 | 0.05 | 883,670.00 | 0.00 | 1,005,350.00 | 1,050,000.00 | 873,350.00 | 47,568.00 | 0.00 | 47,027.00 | 895,440.00 | 45,329.51 | 0.04 | 863,020.00 | 47,838.00 | 691,970.00 | 49,279.00 | 47,940.71 | 0.02 | -0.02 | 0.00 | 47,387.00 | 46,508.20 | 46,200.72 | -0.01 | 46,259.68 | 46,471.66 | 48,468.00 | 47,748.00 | 0.00 | 46,034.56 | 45,942.92 | 46,953.55 | 0.00 | 0.00 | 0.00 | 45,896.69 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-28 | 45,443.55 | -0.00 | 47,327.33 | -0.01 | -0.01 | 863,020.00 | 895,440.00 | 696,670.00 | 0.02 | 691,970.00 | -0.00 | 955,542.86 | 1,780,000.00 | 1,050,000.00 | 47,297.00 | 0.00 | 47,748.00 | 883,670.00 | 45,942.92 | -0.02 | 873,350.00 | 47,387.00 | 514,370.00 | 48,468.00 | 47,850.57 | 0.00 | -0.02 | -0.01 | 49,279.00 | 45,896.69 | 46,129.38 | 0.04 | 45,372.33 | 46,259.68 | 47,568.00 | 47,838.00 | 0.00 | 45,691.86 | 46,508.20 | 46,471.66 | 0.00 | 0.00 | 0.00 | 46,953.55 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-29 | 46,441.74 | 0.02 | 47,537.33 | 0.00 | -0.00 | 873,350.00 | 883,670.00 | 788,780.00 | 0.00 | 514,370.00 | 0.00 | 996,492.86 | 895,440.00 | 1,780,000.00 | 47,117.00 | 1.00 | 47,838.00 | 691,970.00 | 46,508.20 | -0.02 | 1,050,000.00 | 49,279.00 | 1,160,000.00 | 47,568.00 | 47,902.00 | -0.01 | -0.01 | 0.04 | 48,468.00 | 46,953.55 | 46,119.89 | -0.02 | 45,443.55 | 45,372.33 | 47,297.00 | 47,387.00 | 0.00 | 45,752.54 | 45,896.69 | 46,259.68 | 0.00 | 0.00 | 0.00 | 46,471.66 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-08-30 | 45,869.60 | -0.01 | 47,627.67 | 0.00 | 0.02 | 1,050,000.00 | 691,970.00 | 687,513.33 | -0.01 | 1,160,000.00 | 0.00 | 901,945.71 | 883,670.00 | 895,440.00 | 48,198.00 | 0.00 | 47,387.00 | 514,370.00 | 45,896.69 | -0.01 | 1,780,000.00 | 48,468.00 | 388,170.00 | 47,297.00 | 47,927.86 | 0.04 | -0.00 | -0.02 | 47,568.00 | 46,471.66 | 46,116.02 | -0.02 | 46,441.74 | 45,443.55 | 47,117.00 | 49,279.00 | 0.00 | 45,918.30 | 46,953.55 | 45,372.33 | 0.00 | 0.00 | 0.00 | 46,259.68 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-04 | 46,179.53 | 0.00 | 47,838.00 | 0.00 | -0.01 | 1,780,000.00 | 514,370.00 | 751,340.00 | 0.04 | 388,170.00 | -0.00 | 748,495.71 | 691,970.00 | 883,670.00 | 47,568.00 | 1.00 | 49,279.00 | 1,160,000.00 | 46,953.55 | -0.00 | 895,440.00 | 47,568.00 | 705,850.00 | 47,117.00 | 47,709.14 | -0.02 | 0.02 | -0.02 | 47,297.00 | 46,259.68 | 46,005.44 | -0.01 | 45,869.60 | 46,441.74 | 48,198.00 | 48,468.00 | 0.00 | 46,163.62 | 46,471.66 | 45,443.55 | 0.00 | 0.00 | 0.00 | 45,372.33 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-05 | 45,448.71 | -0.02 | 47,417.67 | -0.01 | 0.00 | 895,440.00 | 1,160,000.00 | 583,936.67 | -0.02 | 705,850.00 | -0.00 | 714,545.71 | 514,370.00 | 691,970.00 | 47,748.00 | 0.00 | 48,468.00 | 388,170.00 | 46,471.66 | 0.02 | 883,670.00 | 47,297.00 | 657,790.00 | 48,198.00 | 47,490.43 | -0.02 | -0.01 | -0.01 | 47,117.00 | 45,372.33 | 45,859.31 | -0.00 | 46,179.53 | 45,869.60 | 47,568.00 | 47,568.00 | 0.00 | 45,832.61 | 46,259.68 | 46,441.74 | 0.00 | 0.00 | 0.00 | 45,443.55 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-06 | 45,287.83 | -0.01 | 47,117.33 | -0.01 | -0.02 | 883,670.00 | 388,170.00 | 623,080.00 | -0.02 | 657,790.00 | -0.00 | 660,535.71 | 1,160,000.00 | 514,370.00 | 46,937.00 | 0.00 | 47,568.00 | 705,850.00 | 46,259.68 | -0.01 | 691,970.00 | 47,117.00 | 505,600.00 | 47,568.00 | 47,361.71 | -0.01 | 0.00 | -0.00 | 48,198.00 | 45,443.55 | 45,720.47 | 0.02 | 45,448.71 | 46,179.53 | 47,748.00 | 47,297.00 | 0.00 | 45,638.69 | 45,372.33 | 45,869.60 | 0.00 | 0.00 | 0.00 | 46,441.74 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-09 | 44,678.32 | -0.02 | 46,516.67 | -0.01 | -0.01 | 691,970.00 | 705,850.00 | 580,160.00 | -0.01 | 505,600.00 | -0.00 | 644,124.29 | 388,170.00 | 1,160,000.00 | 46,667.00 | 0.00 | 47,297.00 | 657,790.00 | 45,372.33 | 0.00 | 514,370.00 | 48,198.00 | 577,090.00 | 47,748.00 | 47,168.71 | -0.00 | -0.02 | 0.02 | 47,568.00 | 46,441.74 | 45,621.33 | -0.01 | 45,287.83 | 45,448.71 | 46,937.00 | 47,117.00 | 0.00 | 45,138.29 | 45,443.55 | 46,179.53 | 0.00 | 0.00 | 0.00 | 45,869.60 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-10 | 43,732.78 | -0.03 | 45,736.00 | -0.02 | -0.02 | 514,370.00 | 657,790.00 | 578,420.00 | -0.00 | 577,090.00 | -0.01 | 663,867.14 | 705,850.00 | 388,170.00 | 45,946.00 | 0.00 | 47,117.00 | 505,600.00 | 45,443.55 | -0.02 | 1,160,000.00 | 47,568.00 | 652,570.00 | 46,937.00 | 46,808.43 | 0.02 | -0.01 | -0.01 | 47,748.00 | 45,869.60 | 45,376.93 | 0.00 | 44,678.32 | 45,287.83 | 46,667.00 | 48,198.00 | 0.00 | 44,566.31 | 46,441.74 | 45,448.71 | 0.00 | 0.00 | 0.00 | 46,179.53 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-11 | 44,123.38 | 0.02 | 45,285.33 | -0.01 | -0.03 | 1,160,000.00 | 505,600.00 | 575,130.00 | 0.02 | 652,570.00 | -0.01 | 568,971.43 | 657,790.00 | 705,850.00 | 44,595.00 | 1.00 | 48,198.00 | 577,090.00 | 46,441.74 | -0.01 | 388,170.00 | 47,748.00 | 495,730.00 | 46,667.00 | 46,396.57 | -0.01 | -0.02 | 0.00 | 46,937.00 | 46,179.53 | 45,045.74 | -0.02 | 43,732.78 | 44,678.32 | 45,946.00 | 47,568.00 | 0.00 | 44,178.16 | 45,869.60 | 45,287.83 | 0.00 | 0.00 | 0.00 | 45,448.71 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-12 | 44,286.48 | 0.01 | 45,225.33 | -0.00 | 0.02 | 388,170.00 | 577,090.00 | 468,420.00 | -0.01 | 495,730.00 | -0.01 | 550,227.14 | 505,600.00 | 657,790.00 | 45,315.00 | 1.00 | 47,568.00 | 652,570.00 | 45,869.60 | -0.02 | 705,850.00 | 46,937.00 | 256,960.00 | 45,946.00 | 46,139.14 | 0.00 | -0.03 | -0.02 | 46,667.00 | 45,448.71 | 44,819.58 | -0.01 | 44,123.38 | 43,732.78 | 44,595.00 | 47,748.00 | 0.00 | 44,047.55 | 46,179.53 | 44,678.32 | 0.00 | 0.00 | 0.00 | 45,287.83 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-13 | 44,469.11 | 0.01 | 45,705.67 | 0.01 | 0.01 | 705,850.00 | 652,570.00 | 394,310.00 | 0.00 | 256,960.00 | -0.01 | 510,854.29 | 577,090.00 | 505,600.00 | 45,766.00 | 1.00 | 47,748.00 | 495,730.00 | 46,179.53 | -0.03 | 657,790.00 | 46,667.00 | 430,240.00 | 44,595.00 | 45,894.57 | -0.02 | 0.02 | -0.01 | 45,946.00 | 45,287.83 | 44,575.23 | -0.02 | 44,286.48 | 44,123.38 | 45,315.00 | 46,937.00 | 0.00 | 44,292.99 | 45,448.71 | 43,732.78 | 0.00 | 0.00 | 0.00 | 44,678.32 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-16 | 44,102.68 | -0.01 | 45,735.67 | 0.00 | 0.01 | 657,790.00 | 495,730.00 | 338,550.00 | -0.02 | 430,240.00 | -0.00 | 463,805.71 | 652,570.00 | 577,090.00 | 46,036.00 | 0.00 | 46,937.00 | 256,960.00 | 45,448.71 | 0.02 | 505,600.00 | 45,946.00 | 328,450.00 | 45,315.00 | 45,675.71 | -0.01 | 0.01 | -0.02 | 44,595.00 | 44,678.32 | 44,382.94 | -0.03 | 44,469.11 | 44,286.48 | 45,766.00 | 46,667.00 | -9,771.43 | 44,286.09 | 45,287.83 | 44,123.38 | 0.00 | 0.00 | -22,800.00 | 43,732.78 | -68,400.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-17 | 44,487.55 | 0.01 | 45,765.67 | 0.00 | -0.01 | 505,600.00 | 256,960.00 | 356,460.00 | -0.01 | 328,450.00 | -0.00 | 435,961.43 | 495,730.00 | 652,570.00 | 45,405.00 | 1.00 | 46,667.00 | 430,240.00 | 45,287.83 | 0.01 | 577,090.00 | 44,595.00 | 310,690.00 | 45,766.00 | 45,559.86 | -0.02 | 0.01 | -0.03 | 45,315.00 | 43,732.78 | 44,268.62 | 0.02 | 44,102.68 | 44,469.11 | 46,036.00 | 45,946.00 | -19,542.86 | 44,353.12 | 44,678.32 | 44,286.48 | 0.00 | 0.00 | -45,600.00 | 44,123.38 | -68,400.00 | 0.00 | 0.00 | 0.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-18 | 45,627.46 | 0.03 | 46,186.00 | 0.01 | 0.01 | 577,090.00 | 430,240.00 | 703,046.67 | -0.02 | 310,690.00 | 0.00 | 563,520.00 | 256,960.00 | 495,730.00 | 45,856.00 | 1.00 | 45,946.00 | 328,450.00 | 44,678.32 | 0.01 | 652,570.00 | 45,315.00 | 1,470,000.00 | 46,036.00 | 45,752.86 | -0.03 | -0.01 | 0.02 | 45,766.00 | 44,123.38 | 44,404.21 | 0.01 | 44,487.55 | 44,102.68 | 45,405.00 | 44,595.00 | -29,314.29 | 44,739.23 | 43,732.78 | 44,469.11 | 0.00 | 0.00 | -68,400.00 | 44,286.48 | -68,400.00 | 0.00 | -68,400.00 | 0.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-19 | 45,998.81 | -0.01 | 46,726.67 | 0.01 | 0.03 | 652,570.00 | 328,450.00 | 775,973.33 | -0.03 | 1,470,000.00 | 0.01 | 548,471.43 | 430,240.00 | 256,960.00 | 47,297.00 | 0.00 | 44,595.00 | 310,690.00 | 43,732.78 | -0.01 | 495,730.00 | 45,766.00 | 547,230.00 | 45,405.00 | 46,100.29 | 0.02 | 0.01 | 0.01 | 46,036.00 | 44,286.48 | 44,727.93 | 0.01 | 45,627.46 | 44,487.55 | 45,856.00 | 45,315.00 | -39,085.71 | 45,371.27 | 44,123.38 | 44,102.68 | 0.00 | -68,400.00 | -68,400.00 | 44,469.11 | -68,400.00 | 0.00 | -68,400.00 | 0.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-20 | 46,023.83 | -0.00 | 47,087.00 | 0.01 | -0.01 | 495,730.00 | 310,690.00 | 913,170.00 | 0.02 | 547,230.00 | 0.01 | 580,835.71 | 328,450.00 | 430,240.00 | 47,027.00 | 0.00 | 45,315.00 | 1,470,000.00 | 44,123.38 | 0.01 | 256,960.00 | 46,036.00 | 722,280.00 | 45,856.00 | 46,332.00 | 0.01 | 0.03 | 0.01 | 45,405.00 | 44,469.11 | 44,999.42 | -0.01 | 45,998.81 | 45,627.46 | 47,297.00 | 45,766.00 | -48,857.14 | 45,883.37 | 44,286.48 | 44,487.55 | 0.00 | -68,400.00 | -68,400.00 | 44,102.68 | -68,400.00 | 0.00 | -68,400.00 | 0.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-23 | 45,094.00 | -0.02 | 46,666.67 | -0.01 | -0.00 | 256,960.00 | 1,470,000.00 | 650,793.33 | 0.01 | 722,280.00 | 0.00 | 641,680.00 | 310,690.00 | 328,450.00 | 46,937.00 | 0.00 | 45,766.00 | 547,230.00 | 44,286.48 | 0.03 | 430,240.00 | 45,405.00 | 682,870.00 | 47,297.00 | 46,370.57 | 0.01 | -0.01 | -0.01 | 45,856.00 | 44,102.68 | 45,114.78 | 0.01 | 46,023.83 | 45,998.81 | 47,027.00 | 46,036.00 | -58,628.57 | 45,705.55 | 44,469.11 | 45,627.46 | 0.00 | -68,400.00 | -68,400.00 | 44,487.55 | -68,400.00 | 0.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-24 | 45,311.59 | 0.01 | 46,546.67 | -0.00 | -0.02 | 430,240.00 | 547,230.00 | 571,946.67 | 0.01 | 682,870.00 | 0.00 | 624,601.43 | 1,470,000.00 | 310,690.00 | 46,036.00 | 1.00 | 46,036.00 | 722,280.00 | 44,469.11 | -0.01 | 328,450.00 | 45,856.00 | 310,690.00 | 47,027.00 | 46,460.71 | -0.01 | -0.00 | 0.01 | 47,297.00 | 44,487.55 | 45,235.13 | 0.03 | 45,094.00 | 46,023.83 | 46,937.00 | 45,405.00 | -68,400.00 | 45,476.47 | 44,102.68 | 45,998.81 | 0.00 | -68,400.00 | -68,400.00 | 45,627.46 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-25 | 45,177.94 | -0.01 | 46,366.33 | -0.00 | 0.01 | 328,450.00 | 722,280.00 | 521,846.67 | -0.01 | 310,690.00 | 0.00 | 659,391.43 | 547,230.00 | 1,470,000.00 | 46,667.00 | 0.00 | 45,405.00 | 682,870.00 | 44,102.68 | -0.00 | 310,690.00 | 47,297.00 | 571,980.00 | 46,937.00 | 46,602.29 | 0.01 | -0.02 | 0.03 | 47,027.00 | 45,627.46 | 45,388.74 | -0.01 | 45,311.59 | 45,094.00 | 46,036.00 | 45,856.00 | -68,400.00 | 45,194.51 | 44,487.55 | 46,023.83 | -68,400.00 | -68,400.00 | -68,400.00 | 45,998.81 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-26 | 45,592.29 | 0.00 | 46,486.33 | 0.00 | -0.01 | 310,690.00 | 682,870.00 | 507,640.00 | 0.01 | 571,980.00 | 0.00 | 706,471.43 | 722,280.00 | 547,230.00 | 46,396.00 | 0.00 | 45,856.00 | 310,690.00 | 44,487.55 | -0.02 | 1,470,000.00 | 47,027.00 | 640,250.00 | 46,036.00 | 46,679.43 | 0.03 | 0.01 | -0.01 | 46,937.00 | 45,998.81 | 45,546.56 | -0.00 | 45,177.94 | 45,311.59 | 46,667.00 | 47,297.00 | -68,400.00 | 45,360.61 | 45,627.46 | 45,094.00 | -68,400.00 | -68,400.00 | -68,400.00 | 46,023.83 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-27 | 45,114.19 | -0.01 | 46,246.00 | -0.01 | 0.00 | 1,470,000.00 | 310,690.00 | 573,350.00 | 0.03 | 640,250.00 | -0.00 | 569,017.14 | 682,870.00 | 722,280.00 | 46,396.00 | 0.00 | 47,297.00 | 571,980.00 | 45,627.46 | 0.01 | 547,230.00 | 46,937.00 | 507,820.00 | 46,667.00 | 46,486.43 | -0.01 | -0.01 | -0.00 | 46,036.00 | 46,023.83 | 45,473.23 | -0.02 | 45,592.29 | 45,177.94 | 46,396.00 | 47,027.00 | -68,400.00 | 45,294.81 | 45,998.81 | 45,311.59 | -68,400.00 | -68,400.00 | -68,400.00 | 45,094.00 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-09-30 | 44,754.19 | -0.00 | 46,036.00 | -0.00 | -0.01 | 547,230.00 | 571,980.00 | 490,470.00 | -0.01 | 507,820.00 | -0.00 | 537,032.86 | 310,690.00 | 682,870.00 | 45,946.00 | 0.00 | 47,027.00 | 640,250.00 | 45,998.81 | -0.01 | 722,280.00 | 46,036.00 | 323,340.00 | 46,396.00 | 46,306.29 | -0.00 | 0.00 | -0.02 | 46,667.00 | 45,094.00 | 45,295.43 | 0.01 | 45,114.19 | 45,592.29 | 46,396.00 | 46,937.00 | -68,400.00 | 45,153.56 | 46,023.83 | 45,177.94 | -68,400.00 | -68,400.00 | -68,400.00 | 45,311.59 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-01 | 44,977.94 | 0.02 | 46,156.33 | 0.00 | -0.00 | 722,280.00 | 640,250.00 | 603,690.00 | -0.00 | 323,340.00 | -0.00 | 573,837.14 | 571,980.00 | 310,690.00 | 45,766.00 | 1.00 | 46,937.00 | 507,820.00 | 46,023.83 | 0.00 | 682,870.00 | 46,667.00 | 979,910.00 | 46,396.00 | 46,280.57 | -0.02 | -0.01 | 0.01 | 46,396.00 | 45,311.59 | 45,146.02 | -0.01 | 44,754.19 | 45,114.19 | 45,946.00 | 46,036.00 | -68,400.00 | 44,948.77 | 45,094.00 | 45,592.29 | -68,400.00 | -68,400.00 | -68,400.00 | 45,177.94 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-02 | 44,805.11 | -0.02 | 46,186.33 | 0.00 | 0.02 | 682,870.00 | 507,820.00 | 542,790.00 | -0.02 | 979,910.00 | 0.00 | 522,730.00 | 640,250.00 | 571,980.00 | 46,757.00 | 0.00 | 46,036.00 | 323,340.00 | 45,094.00 | -0.01 | 310,690.00 | 46,396.00 | 325,120.00 | 45,946.00 | 46,280.57 | 0.01 | -0.00 | -0.01 | 46,396.00 | 45,177.94 | 45,104.75 | 0.00 | 44,977.94 | 44,754.19 | 45,766.00 | 46,667.00 | -68,400.00 | 44,845.75 | 45,311.59 | 45,114.19 | -68,400.00 | -68,400.00 | -68,400.00 | 45,592.29 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-03 | 44,473.52 | -0.01 | 46,066.00 | -0.00 | -0.02 | 310,690.00 | 323,340.00 | 632,220.00 | 0.01 | 325,120.00 | -0.00 | 562,864.29 | 507,820.00 | 640,250.00 | 46,036.00 | 0.00 | 46,667.00 | 979,910.00 | 45,311.59 | -0.00 | 571,980.00 | 46,396.00 | 591,630.00 | 45,766.00 | 46,100.29 | -0.01 | 0.02 | 0.00 | 45,946.00 | 45,592.29 | 44,985.03 | -0.01 | 44,805.11 | 44,977.94 | 46,757.00 | 46,396.00 | -68,400.00 | 44,752.19 | 45,177.94 | 44,754.19 | -68,400.00 | -68,400.00 | -68,400.00 | 45,114.19 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-04 | 44,216.75 | -0.00 | 45,555.33 | -0.01 | -0.01 | 571,980.00 | 979,910.00 | 431,310.00 | -0.01 | 591,630.00 | -0.00 | 535,035.71 | 323,340.00 | 507,820.00 | 45,405.00 | 0.00 | 46,396.00 | 325,120.00 | 45,177.94 | 0.02 | 640,250.00 | 45,946.00 | 377,180.00 | 46,757.00 | 45,933.00 | 0.00 | -0.02 | -0.01 | 45,766.00 | 45,114.19 | 44,847.71 | -0.00 | 44,473.52 | 44,805.11 | 46,036.00 | 46,396.00 | -68,400.00 | 44,498.46 | 45,592.29 | 44,977.94 | -68,400.00 | -68,400.00 | -68,400.00 | 44,754.19 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-07 | 44,389.32 | 0.00 | 45,285.00 | -0.01 | -0.00 | 640,250.00 | 325,120.00 | 404,446.67 | 0.00 | 377,180.00 | -0.00 | 478,504.29 | 979,910.00 | 323,340.00 | 45,225.00 | 0.00 | 46,396.00 | 591,630.00 | 45,592.29 | -0.02 | 507,820.00 | 45,766.00 | 244,530.00 | 46,036.00 | 45,765.71 | -0.01 | -0.01 | -0.00 | 46,757.00 | 44,754.19 | 44,675.86 | 0.02 | 44,216.75 | 44,473.52 | 45,405.00 | 45,946.00 | -68,400.00 | 44,359.86 | 45,114.19 | 44,805.11 | -68,400.00 | -68,400.00 | -68,400.00 | 44,977.94 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-08 | 44,283.98 | -0.01 | 45,075.00 | -0.00 | 0.00 | 507,820.00 | 591,630.00 | 355,790.00 | -0.01 | 244,530.00 | -0.00 | 469,624.29 | 325,120.00 | 979,910.00 | 45,225.00 | 0.00 | 45,946.00 | 377,180.00 | 45,114.19 | -0.01 | 323,340.00 | 46,757.00 | 445,660.00 | 45,405.00 | 45,598.43 | -0.00 | -0.00 | 0.02 | 46,036.00 | 44,977.94 | 44,557.26 | -0.02 | 44,389.32 | 44,216.75 | 45,225.00 | 45,766.00 | -68,400.00 | 44,296.68 | 44,754.19 | 44,473.52 | -68,400.00 | -68,400.00 | -68,400.00 | 44,805.11 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-09 | 44,851.64 | 0.03 | 45,315.33 | 0.01 | -0.01 | 323,340.00 | 377,180.00 | 360,230.00 | -0.00 | 445,660.00 | 0.00 | 479,218.57 | 591,630.00 | 325,120.00 | 44,775.00 | 1.00 | 45,766.00 | 244,530.00 | 44,754.19 | -0.00 | 979,910.00 | 46,036.00 | 390,500.00 | 45,225.00 | 45,624.14 | 0.02 | 0.00 | -0.02 | 45,405.00 | 44,805.11 | 44,571.18 | -0.01 | 44,283.98 | 44,389.32 | 45,225.00 | 46,757.00 | -68,400.00 | 44,508.31 | 44,977.94 | 44,216.75 | -68,400.00 | -68,400.00 | -68,400.00 | 44,473.52 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-10 | 46,108.08 | 0.05 | 46,306.33 | 0.02 | 0.03 | 979,910.00 | 244,530.00 | 1,355,386.67 | 0.02 | 390,500.00 | 0.00 | 800,660.00 | 377,180.00 | 591,630.00 | 45,946.00 | 1.00 | 46,757.00 | 445,660.00 | 44,977.94 | 0.00 | 325,120.00 | 45,405.00 | 3,230,000.00 | 45,225.00 | 45,830.00 | -0.02 | -0.01 | -0.01 | 45,225.00 | 44,473.52 | 44,732.63 | -0.00 | 44,851.64 | 44,283.98 | 44,775.00 | 46,036.00 | -68,400.00 | 45,081.23 | 44,805.11 | 44,389.32 | -68,400.00 | -68,400.00 | -68,400.00 | 44,216.75 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-11 | 45,734.84 | -0.01 | 47,297.33 | 0.02 | 0.05 | 325,120.00 | 445,660.00 | 1,399,603.33 | -0.02 | 3,230,000.00 | 0.01 | 836,830.00 | 244,530.00 | 377,180.00 | 48,198.00 | 0.00 | 46,036.00 | 390,500.00 | 44,805.11 | -0.01 | 591,630.00 | 45,225.00 | 578,310.00 | 44,775.00 | 46,074.57 | -0.01 | 0.03 | -0.00 | 45,225.00 | 44,216.75 | 44,865.45 | 0.00 | 46,108.08 | 44,851.64 | 45,946.00 | 45,405.00 | -68,400.00 | 45,564.85 | 44,473.52 | 44,283.98 | -68,400.00 | -68,400.00 | -68,400.00 | 44,389.32 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-14 | 46,403.53 | 0.00 | 47,928.00 | 0.01 | -0.01 | 591,630.00 | 390,500.00 | 1,524,736.67 | -0.01 | 578,310.00 | 0.01 | 861,725.71 | 445,660.00 | 244,530.00 | 47,748.00 | 1.00 | 45,405.00 | 3,230,000.00 | 44,473.52 | 0.03 | 377,180.00 | 45,225.00 | 765,900.00 | 45,946.00 | 46,422.14 | -0.00 | 0.05 | 0.00 | 44,775.00 | 44,389.32 | 45,141.16 | -0.01 | 45,734.84 | 46,108.08 | 48,198.00 | 45,225.00 | -68,400.00 | 46,082.15 | 44,216.75 | 44,851.64 | -68,400.00 | -68,400.00 | -68,400.00 | 44,283.98 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-15 | 45,299.18 | -0.02 | 47,477.67 | -0.01 | 0.00 | 377,180.00 | 3,230,000.00 | 784,736.67 | -0.00 | 765,900.00 | 0.01 | 952,128.57 | 390,500.00 | 445,660.00 | 47,838.00 | 0.00 | 45,225.00 | 578,310.00 | 44,216.75 | 0.05 | 244,530.00 | 44,775.00 | 1,010,000.00 | 48,198.00 | 46,653.86 | 0.00 | -0.01 | -0.01 | 45,946.00 | 44,283.98 | 45,295.80 | 0.03 | 46,403.53 | 45,734.84 | 47,748.00 | 45,225.00 | -68,400.00 | 45,812.52 | 44,389.32 | 46,108.08 | -68,400.00 | -68,400.00 | -68,400.00 | 44,851.64 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-16 | 45,536.74 | 0.00 | 47,177.33 | -0.01 | -0.02 | 244,530.00 | 578,310.00 | 750,806.67 | 0.00 | 1,010,000.00 | 0.01 | 985,270.00 | 3,230,000.00 | 390,500.00 | 46,847.00 | 0.00 | 45,225.00 | 765,900.00 | 44,389.32 | -0.01 | 445,660.00 | 45,946.00 | 476,520.00 | 47,748.00 | 46,885.57 | -0.01 | 0.00 | 0.03 | 48,198.00 | 44,851.64 | 45,459.71 | 0.05 | 45,299.18 | 46,403.53 | 47,838.00 | 44,775.00 | -68,400.00 | 45,746.49 | 44,283.98 | 45,734.84 | -68,400.00 | -68,400.00 | -68,400.00 | 46,108.08 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-17 | 45,597.06 | 0.01 | 47,057.00 | -0.00 | 0.00 | 445,660.00 | 765,900.00 | 645,466.67 | -0.01 | 476,520.00 | 0.01 | 985,872.86 | 578,310.00 | 3,230,000.00 | 46,847.00 | 1.00 | 44,775.00 | 1,010,000.00 | 44,283.98 | 0.00 | 390,500.00 | 48,198.00 | 449,880.00 | 47,838.00 | 47,271.57 | 0.03 | -0.02 | 0.05 | 47,748.00 | 46,108.08 | 45,647.30 | -0.01 | 45,536.74 | 45,299.18 | 46,847.00 | 45,946.00 | -68,400.00 | 45,477.66 | 44,851.64 | 46,403.53 | -68,400.00 | -68,400.00 | -68,400.00 | 45,734.84 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-18 | 45,191.09 | -0.01 | 47,087.00 | 0.00 | 0.01 | 390,500.00 | 1,010,000.00 | 459,130.00 | 0.03 | 449,880.00 | 0.00 | 994,514.29 | 765,900.00 | 578,310.00 | 47,477.00 | 0.00 | 45,946.00 | 476,520.00 | 44,851.64 | -0.02 | 3,230,000.00 | 47,748.00 | 450,990.00 | 46,847.00 | 47,413.14 | 0.05 | 0.00 | -0.01 | 47,838.00 | 45,734.84 | 45,695.79 | 0.00 | 45,597.06 | 45,536.74 | 46,847.00 | 48,198.00 | -68,400.00 | 45,441.63 | 46,108.08 | 45,299.18 | -68,400.00 | -68,400.00 | -68,400.00 | 46,403.53 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-21 | 46,570.60 | 0.02 | 47,507.33 | 0.01 | -0.01 | 3,230,000.00 | 476,520.00 | 813,623.33 | 0.05 | 450,990.00 | -0.00 | 753,085.71 | 1,010,000.00 | 765,900.00 | 46,937.00 | 1.00 | 48,198.00 | 449,880.00 | 46,108.08 | 0.00 | 578,310.00 | 47,838.00 | 1,540,000.00 | 46,847.00 | 47,400.29 | -0.01 | 0.01 | 0.00 | 46,847.00 | 46,403.53 | 45,761.86 | -0.02 | 45,191.09 | 45,597.06 | 47,477.00 | 47,748.00 | -68,400.00 | 45,786.25 | 45,734.84 | 45,536.74 | -68,400.00 | -68,400.00 | -68,400.00 | 45,299.18 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-22 | 45,121.72 | -0.03 | 47,207.33 | -0.01 | 0.02 | 578,310.00 | 449,880.00 | 910,380.00 | -0.01 | 1,540,000.00 | -0.00 | 776,205.71 | 476,520.00 | 1,010,000.00 | 48,108.00 | 0.00 | 47,748.00 | 450,990.00 | 45,734.84 | 0.01 | 765,900.00 | 46,847.00 | 740,150.00 | 47,477.00 | 47,233.00 | 0.00 | -0.01 | -0.02 | 46,847.00 | 45,299.18 | 45,674.27 | 0.00 | 46,570.60 | 45,191.09 | 46,937.00 | 47,838.00 | -68,400.00 | 45,627.80 | 46,403.53 | 45,597.06 | -68,400.00 | -68,400.00 | -68,400.00 | 45,536.74 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-23 | 45,370.37 | -0.01 | 46,997.00 | -0.00 | -0.03 | 765,900.00 | 450,990.00 | 915,523.33 | 0.00 | 740,150.00 | -0.00 | 733,422.86 | 449,880.00 | 476,520.00 | 46,577.00 | 0.00 | 47,838.00 | 1,540,000.00 | 46,403.53 | -0.01 | 1,010,000.00 | 46,847.00 | 466,420.00 | 46,937.00 | 47,014.14 | -0.02 | 0.02 | 0.00 | 47,477.00 | 45,536.74 | 45,526.68 | 0.01 | 45,121.72 | 46,570.60 | 48,108.00 | 46,847.00 | -68,400.00 | 45,687.56 | 45,299.18 | 45,191.09 | -68,400.00 | -68,400.00 | -68,400.00 | 45,597.06 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-24 | 44,581.87 | -0.02 | 46,156.33 | -0.02 | -0.01 | 1,010,000.00 | 1,540,000.00 | 633,403.33 | -0.02 | 466,420.00 | -0.00 | 688,228.57 | 450,990.00 | 449,880.00 | 46,306.00 | 0.00 | 46,847.00 | 740,150.00 | 45,299.18 | 0.02 | 476,520.00 | 47,477.00 | 693,640.00 | 48,108.00 | 46,834.00 | 0.00 | -0.03 | 0.01 | 46,937.00 | 45,597.06 | 45,424.21 | -0.01 | 45,370.37 | 45,121.72 | 46,577.00 | 46,847.00 | -68,400.00 | 45,024.65 | 45,536.74 | 46,570.60 | -68,400.00 | -68,400.00 | -68,400.00 | 45,191.09 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-25 | 44,656.72 | 0.00 | 45,856.00 | -0.01 | -0.02 | 476,520.00 | 740,150.00 | 451,620.00 | 0.00 | 693,640.00 | -0.00 | 647,982.86 | 1,540,000.00 | 450,990.00 | 45,586.00 | 1.00 | 46,847.00 | 466,420.00 | 45,536.74 | -0.03 | 449,880.00 | 46,937.00 | 194,800.00 | 46,577.00 | 46,666.71 | 0.01 | -0.01 | -0.01 | 48,108.00 | 45,191.09 | 45,298.49 | 0.02 | 44,581.87 | 45,370.37 | 46,306.00 | 47,477.00 | -68,400.00 | 44,869.65 | 45,597.06 | 45,121.72 | -68,400.00 | -68,400.00 | -68,400.00 | 46,570.60 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-28 | 44,842.24 | 0.01 | 45,826.00 | -0.00 | 0.00 | 449,880.00 | 466,420.00 | 407,516.67 | 0.01 | 194,800.00 | -0.00 | 631,444.29 | 740,150.00 | 1,540,000.00 | 45,676.00 | 1.00 | 47,477.00 | 693,640.00 | 45,597.06 | -0.01 | 450,990.00 | 48,108.00 | 334,110.00 | 46,306.00 | 46,486.57 | -0.01 | -0.02 | 0.02 | 46,577.00 | 46,570.60 | 45,190.66 | -0.03 | 44,656.72 | 44,581.87 | 45,586.00 | 46,937.00 | -68,400.00 | 44,693.61 | 45,191.09 | 45,370.37 | -68,400.00 | -68,400.00 | -68,400.00 | 45,121.72 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-29 | 46,163.57 | 0.03 | 46,486.67 | 0.01 | 0.01 | 450,990.00 | 693,640.00 | 562,970.00 | -0.01 | 334,110.00 | 0.00 | 732,731.43 | 466,420.00 | 740,150.00 | 46,216.00 | 1.00 | 46,937.00 | 194,800.00 | 45,191.09 | -0.02 | 1,540,000.00 | 46,577.00 | 1,160,000.00 | 45,586.00 | 46,576.71 | 0.02 | 0.00 | -0.03 | 46,306.00 | 45,121.72 | 45,329.58 | -0.01 | 44,842.24 | 44,656.72 | 45,676.00 | 48,108.00 | -68,400.00 | 45,220.84 | 46,570.60 | 44,581.87 | -68,400.00 | -68,400.00 | -68,400.00 | 45,370.37 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-30 | 45,837.18 | -0.00 | 47,087.00 | 0.01 | 0.03 | 1,540,000.00 | 194,800.00 | 611,183.33 | 0.02 | 1,160,000.00 | -0.00 | 561,222.86 | 693,640.00 | 466,420.00 | 47,568.00 | 0.00 | 48,108.00 | 334,110.00 | 46,570.60 | 0.00 | 740,150.00 | 46,306.00 | 339,440.00 | 45,676.00 | 46,486.57 | -0.03 | 0.01 | -0.01 | 45,586.00 | 45,370.37 | 45,224.81 | -0.02 | 46,163.57 | 44,842.24 | 46,216.00 | 46,577.00 | -68,400.00 | 45,614.33 | 45,121.72 | 44,656.72 | -68,400.00 | -68,400.00 | -68,400.00 | 44,581.87 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-10-31 | 45,458.44 | -0.02 | 47,267.33 | 0.00 | -0.00 | 740,150.00 | 334,110.00 | 651,476.67 | -0.03 | 339,440.00 | 0.00 | 520,485.71 | 194,800.00 | 693,640.00 | 47,477.00 | 0.00 | 46,577.00 | 1,160,000.00 | 45,121.72 | 0.01 | 466,420.00 | 45,586.00 | 454,990.00 | 46,216.00 | 46,512.29 | -0.01 | 0.03 | -0.02 | 45,676.00 | 44,581.87 | 45,272.91 | 0.00 | 45,837.18 | 46,163.57 | 47,568.00 | 46,306.00 | -68,400.00 | 45,819.73 | 45,370.37 | 44,842.24 | -68,400.00 | -68,400.00 | -68,400.00 | 44,656.72 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-01 | 44,656.31 | -0.03 | 46,606.67 | -0.01 | -0.02 | 466,420.00 | 1,160,000.00 | 634,810.00 | -0.01 | 454,990.00 | -0.00 | 612,425.71 | 334,110.00 | 194,800.00 | 46,757.00 | 0.00 | 46,306.00 | 339,440.00 | 45,370.37 | 0.03 | 693,640.00 | 45,676.00 | 1,110,000.00 | 47,568.00 | 46,409.43 | -0.02 | -0.00 | 0.00 | 46,216.00 | 44,656.72 | 45,170.90 | 0.01 | 45,458.44 | 45,837.18 | 47,477.00 | 45,586.00 | -68,400.00 | 45,317.31 | 44,581.87 | 46,163.57 | -68,400.00 | -68,400.00 | -68,400.00 | 44,842.24 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-04 | 45,306.68 | 0.01 | 46,186.33 | -0.01 | -0.03 | 693,640.00 | 339,440.00 | 769,786.67 | -0.02 | 1,110,000.00 | 0.00 | 619,672.86 | 1,160,000.00 | 334,110.00 | 45,586.00 | 1.00 | 45,586.00 | 454,990.00 | 44,581.87 | -0.00 | 194,800.00 | 46,216.00 | 744,370.00 | 47,477.00 | 46,499.43 | 0.00 | -0.02 | 0.01 | 47,568.00 | 44,842.24 | 45,274.45 | 0.03 | 44,656.31 | 45,458.44 | 46,757.00 | 45,676.00 | -68,400.00 | 45,140.48 | 44,656.72 | 45,837.18 | -68,400.00 | -68,400.00 | -68,400.00 | 46,163.57 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-05 | 44,642.66 | -0.02 | 45,766.00 | -0.01 | 0.01 | 194,800.00 | 454,990.00 | 837,940.00 | 0.00 | 744,370.00 | -0.00 | 686,051.43 | 339,440.00 | 1,160,000.00 | 46,216.00 | 0.00 | 45,676.00 | 1,110,000.00 | 44,656.72 | -0.02 | 334,110.00 | 47,568.00 | 659,450.00 | 46,757.00 | 46,473.71 | 0.01 | -0.03 | 0.03 | 47,477.00 | 46,163.57 | 45,272.44 | -0.00 | 45,306.68 | 44,656.31 | 45,586.00 | 46,216.00 | -68,400.00 | 44,868.55 | 44,842.24 | 45,458.44 | -68,400.00 | -68,400.00 | -68,400.00 | 45,837.18 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-06 | 45,052.96 | 0.01 | 45,946.00 | 0.00 | -0.02 | 334,110.00 | 1,110,000.00 | 662,413.33 | 0.01 | 659,450.00 | -0.00 | 721,667.14 | 454,990.00 | 339,440.00 | 45,496.00 | 1.00 | 46,216.00 | 744,370.00 | 44,842.24 | -0.03 | 1,160,000.00 | 47,477.00 | 583,420.00 | 45,586.00 | 46,460.86 | 0.03 | 0.01 | -0.00 | 46,757.00 | 45,837.18 | 45,302.54 | -0.02 | 44,642.66 | 45,306.68 | 46,216.00 | 47,568.00 | -68,400.00 | 45,000.77 | 46,163.57 | 44,656.31 | -68,400.00 | -68,400.00 | -68,400.00 | 45,458.44 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-07 | 45,959.55 | 0.04 | 46,456.67 | 0.01 | 0.01 | 1,160,000.00 | 744,370.00 | 1,964,290.00 | 0.03 | 583,420.00 | 0.00 | 1,220,238.57 | 1,110,000.00 | 454,990.00 | 46,126.00 | 1.00 | 47,568.00 | 659,450.00 | 46,163.57 | 0.01 | 339,440.00 | 46,757.00 | 4,650,000.00 | 46,216.00 | 46,486.57 | -0.00 | -0.02 | -0.02 | 45,586.00 | 45,458.44 | 45,273.40 | -0.03 | 45,052.96 | 44,642.66 | 45,496.00 | 47,477.00 | -68,400.00 | 45,218.39 | 45,837.18 | 45,306.68 | -68,400.00 | -68,400.00 | -68,400.00 | 44,656.31 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-08 | 46,288.10 | 0.01 | 47,417.33 | 0.02 | 0.04 | 339,440.00 | 659,450.00 | 3,554,473.33 | -0.00 | 4,650,000.00 | 0.00 | 1,947,461.43 | 744,370.00 | 1,110,000.00 | 47,748.00 | 1.00 | 47,477.00 | 583,420.00 | 45,837.18 | -0.02 | 454,990.00 | 45,586.00 | 5,430,000.00 | 45,496.00 | 46,615.29 | -0.02 | 0.01 | -0.03 | 46,216.00 | 44,656.31 | 45,337.82 | 0.01 | 45,959.55 | 45,052.96 | 46,126.00 | 46,757.00 | -68,400.00 | 45,766.87 | 45,458.44 | 44,642.66 | -68,400.00 | -68,400.00 | -68,400.00 | 45,306.68 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-11 | 48,200.10 | 0.07 | 49,279.33 | 0.04 | 0.01 | 454,990.00 | 583,420.00 | 6,126,666.67 | -0.02 | 5,430,000.00 | 0.01 | 3,068,177.14 | 659,450.00 | 744,370.00 | 48,378.00 | 1.00 | 46,757.00 | 4,650,000.00 | 45,458.44 | 0.01 | 1,110,000.00 | 46,216.00 | 8,300,000.00 | 46,126.00 | 47,323.14 | -0.03 | 0.04 | 0.01 | 45,496.00 | 45,306.68 | 45,729.48 | -0.02 | 46,288.10 | 45,959.55 | 47,748.00 | 45,586.00 | -68,400.00 | 46,815.92 | 44,656.31 | 45,052.96 | -68,400.00 | -68,400.00 | -68,400.00 | 44,642.66 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-12 | 51,205.47 | 0.02 | 50,901.00 | 0.03 | 0.07 | 1,110,000.00 | 4,650,000.00 | 5,620,000.00 | -0.03 | 8,300,000.00 | 0.02 | 3,356,748.57 | 583,420.00 | 659,450.00 | 51,712.00 | 1.00 | 45,586.00 | 5,430,000.00 | 44,656.31 | 0.04 | 744,370.00 | 45,496.00 | 3,130,000.00 | 47,748.00 | 48,327.00 | 0.01 | 0.01 | -0.02 | 46,126.00 | 44,642.66 | 46,665.08 | 0.01 | 48,200.10 | 46,288.10 | 48,378.00 | 46,216.00 | -68,400.00 | 48,564.56 | 45,306.68 | 45,959.55 | -68,400.00 | -68,400.00 | -68,400.00 | 45,052.96 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-13 | 52,284.41 | 0.01 | 52,432.67 | 0.03 | 0.02 | 744,370.00 | 5,430,000.00 | 4,920,000.00 | 0.01 | 3,130,000.00 | 0.02 | 3,726,124.29 | 4,650,000.00 | 583,420.00 | 52,613.00 | 1.00 | 46,216.00 | 8,300,000.00 | 45,306.68 | 0.01 | 659,450.00 | 46,126.00 | 3,330,000.00 | 48,378.00 | 49,292.29 | -0.02 | 0.07 | 0.01 | 47,748.00 | 45,052.96 | 47,661.89 | 0.04 | 51,205.47 | 48,200.10 | 51,712.00 | 45,496.00 | -68,400.00 | 50,563.33 | 44,642.66 | 46,288.10 | -68,400.00 | -68,400.00 | -68,400.00 | 45,959.55 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-14 | 50,476.57 | -0.03 | 52,312.33 | -0.00 | 0.01 | 659,450.00 | 8,300,000.00 | 3,123,333.33 | -0.02 | 3,330,000.00 | 0.02 | 4,047,631.43 | 5,430,000.00 | 4,650,000.00 | 52,973.00 | 0.00 | 45,496.00 | 3,130,000.00 | 44,642.66 | 0.07 | 583,420.00 | 47,748.00 | 2,910,000.00 | 51,712.00 | 50,128.71 | 0.01 | 0.02 | 0.04 | 48,378.00 | 45,959.55 | 48,495.31 | 0.01 | 52,284.41 | 51,205.47 | 52,613.00 | 46,126.00 | -68,400.00 | 51,322.15 | 45,052.96 | 48,200.10 | -68,400.00 | -68,400.00 | -68,400.00 | 46,288.10 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-15 | 50,835.93 | 0.02 | 52,162.00 | -0.00 | -0.03 | 583,420.00 | 3,130,000.00 | 3,786,666.67 | 0.01 | 2,910,000.00 | 0.02 | 4,695,714.29 | 8,300,000.00 | 5,430,000.00 | 51,351.00 | 1.00 | 46,126.00 | 3,330,000.00 | 45,052.96 | 0.02 | 4,650,000.00 | 48,378.00 | 5,120,000.00 | 52,613.00 | 50,991.00 | 0.04 | 0.01 | 0.01 | 51,712.00 | 46,288.10 | 49,321.45 | 0.07 | 50,476.57 | 52,284.41 | 52,973.00 | 47,748.00 | -68,400.00 | 51,198.97 | 45,959.55 | 51,205.47 | -68,400.00 | -68,400.00 | -68,400.00 | 48,200.10 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-18 | 50,884.55 | -0.00 | 51,831.67 | -0.01 | 0.02 | 4,650,000.00 | 3,330,000.00 | 3,273,333.33 | 0.04 | 5,120,000.00 | 0.01 | 4,287,142.86 | 3,130,000.00 | 8,300,000.00 | 52,162.00 | 0.00 | 47,748.00 | 2,910,000.00 | 45,959.55 | 0.01 | 5,430,000.00 | 51,712.00 | 1,790,000.00 | 52,973.00 | 51,595.86 | 0.01 | -0.03 | 0.07 | 52,613.00 | 48,200.10 | 50,025.02 | 0.02 | 50,835.93 | 50,476.57 | 51,351.00 | 48,378.00 | -68,400.00 | 50,732.35 | 46,288.10 | 52,284.41 | -68,400.00 | -68,400.00 | -68,400.00 | 51,205.47 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-19 | 47,997.29 | -0.07 | 50,840.67 | -0.02 | -0.00 | 5,430,000.00 | 2,910,000.00 | 3,433,333.33 | 0.01 | 1,790,000.00 | 0.00 | 3,995,714.29 | 3,330,000.00 | 3,130,000.00 | 51,982.00 | 0.00 | 48,378.00 | 5,120,000.00 | 46,288.10 | -0.03 | 8,300,000.00 | 52,613.00 | 3,390,000.00 | 51,351.00 | 51,595.86 | 0.07 | 0.02 | 0.02 | 52,973.00 | 51,205.47 | 50,269.19 | 0.01 | 50,884.55 | 50,835.93 | 52,162.00 | 51,712.00 | -68,400.00 | 49,905.92 | 48,200.10 | 50,476.57 | -68,400.00 | -68,400.00 | -68,400.00 | 52,284.41 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.14 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-20 | 47,580.36 | 0.00 | 49,609.33 | -0.02 | -0.07 | 8,300,000.00 | 5,120,000.00 | 2,746,666.67 | 0.07 | 3,390,000.00 | -0.01 | 3,247,142.86 | 2,910,000.00 | 3,330,000.00 | 48,378.00 | 1.00 | 51,712.00 | 1,790,000.00 | 48,200.10 | 0.02 | 3,130,000.00 | 52,973.00 | 3,060,000.00 | 52,162.00 | 51,132.43 | 0.02 | -0.00 | 0.01 | 51,351.00 | 52,284.41 | 50,180.65 | -0.03 | 47,997.29 | 50,884.55 | 51,982.00 | 52,613.00 | -68,400.00 | 48,820.73 | 51,205.47 | 50,835.93 | -68,400.00 | -68,400.00 | -68,400.00 | 50,476.57 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 |
| 2024-11-21 | 46,670.93 | 0.00 | 48,498.33 | -0.02 | 0.00 | 3,130,000.00 | 1,790,000.00 | 2,540,000.00 | 0.02 | 3,060,000.00 | -0.01 | 2,967,142.86 | 5,120,000.00 | 2,910,000.00 | 48,468.00 | 1.00 | 52,613.00 | 3,390,000.00 | 51,205.47 | -0.00 | 3,330,000.00 | 51,351.00 | 1,170,000.00 | 51,982.00 | 50,566.14 | 0.01 | -0.07 | -0.03 | 52,162.00 | 50,476.57 | 49,532.86 | 0.02 | 47,580.36 | 47,997.29 | 48,378.00 | 52,973.00 | -68,400.00 | 47,416.19 | 52,284.41 | 50,884.55 | -68,400.00 | -68,400.00 | -68,400.00 | 50,835.93 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-22 | 46,377.06 | -0.01 | 48,378.33 | -0.00 | 0.00 | 3,330,000.00 | 3,390,000.00 | 2,196,666.67 | 0.01 | 1,170,000.00 | -0.01 | 2,828,571.43 | 1,790,000.00 | 5,120,000.00 | 48,649.00 | 0.00 | 52,973.00 | 3,060,000.00 | 52,284.41 | -0.07 | 2,910,000.00 | 52,162.00 | 2,360,000.00 | 48,378.00 | 49,858.29 | -0.03 | 0.00 | 0.02 | 51,982.00 | 50,835.93 | 48,688.95 | -0.00 | 46,670.93 | 47,580.36 | 48,468.00 | 51,351.00 | -68,400.00 | 46,876.11 | 50,476.57 | 47,997.29 | -68,400.00 | -68,400.00 | -68,400.00 | 50,884.55 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-25 | 46,334.70 | -0.01 | 48,078.33 | -0.01 | -0.01 | 2,910,000.00 | 3,060,000.00 | 1,993,333.33 | -0.03 | 2,360,000.00 | -0.01 | 2,762,857.14 | 3,390,000.00 | 1,790,000.00 | 48,018.00 | 0.00 | 51,351.00 | 1,170,000.00 | 50,476.57 | 0.00 | 5,120,000.00 | 51,982.00 | 2,450,000.00 | 48,468.00 | 49,317.86 | 0.02 | 0.00 | -0.00 | 48,378.00 | 50,884.55 | 48,097.26 | -0.07 | 46,377.06 | 46,670.93 | 48,649.00 | 52,162.00 | -68,400.00 | 46,460.90 | 50,835.93 | 47,580.36 | -68,400.00 | -68,400.00 | -68,400.00 | 47,997.29 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-26 | 45,904.37 | 0.01 | 47,868.00 | -0.00 | -0.01 | 5,120,000.00 | 1,170,000.00 | 2,243,333.33 | 0.02 | 2,450,000.00 | -0.01 | 2,305,714.29 | 3,060,000.00 | 3,390,000.00 | 47,568.00 | 1.00 | 52,162.00 | 2,360,000.00 | 50,835.93 | 0.00 | 1,790,000.00 | 48,378.00 | 1,920,000.00 | 48,649.00 | 48,725.86 | -0.00 | -0.01 | -0.07 | 48,468.00 | 47,997.29 | 47,392.75 | 0.00 | 46,334.70 | 46,377.06 | 48,018.00 | 51,982.00 | -68,400.00 | 46,205.38 | 50,884.55 | 46,670.93 | -68,400.00 | -68,400.00 | -68,400.00 | 47,580.36 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-27 | 46,825.95 | 0.01 | 48,078.33 | 0.00 | 0.01 | 1,790,000.00 | 2,360,000.00 | 2,333,333.33 | -0.00 | 1,920,000.00 | -0.01 | 2,425,714.29 | 1,170,000.00 | 3,060,000.00 | 48,018.00 | 1.00 | 51,982.00 | 2,450,000.00 | 50,884.55 | -0.01 | 3,390,000.00 | 48,468.00 | 2,630,000.00 | 48,018.00 | 48,249.71 | -0.07 | -0.01 | 0.00 | 48,649.00 | 47,580.36 | 46,812.95 | 0.00 | 45,904.37 | 46,334.70 | 47,568.00 | 48,378.00 | -68,400.00 | 46,355.01 | 47,997.29 | 46,377.06 | -68,400.00 | -68,400.00 | -68,400.00 | 46,670.93 | -68,400.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-28 | 46,914.10 | 0.01 | 48,558.67 | 0.01 | 0.01 | 3,390,000.00 | 2,450,000.00 | 2,336,666.67 | -0.07 | 2,630,000.00 | 0.00 | 2,292,857.14 | 2,360,000.00 | 1,170,000.00 | 48,649.00 | 1.00 | 48,378.00 | 1,920,000.00 | 47,997.29 | -0.01 | 3,060,000.00 | 48,649.00 | 2,460,000.00 | 47,568.00 | 48,339.86 | 0.00 | 0.01 | 0.00 | 48,018.00 | 46,670.93 | 46,658.21 | -0.01 | 46,825.95 | 45,904.37 | 48,018.00 | 48,468.00 | -53,085.71 | 46,548.14 | 47,580.36 | 46,334.70 | -68,400.00 | -68,400.00 | -32,666.67 | 46,377.06 | 38,800.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-11-29 | 48,159.38 | 0.04 | 49,609.67 | 0.02 | 0.01 | 3,060,000.00 | 1,920,000.00 | 3,033,333.33 | 0.00 | 2,460,000.00 | 0.01 | 2,428,571.43 | 2,450,000.00 | 2,360,000.00 | 49,009.00 | 1.00 | 48,468.00 | 2,630,000.00 | 47,580.36 | 0.01 | 1,170,000.00 | 48,018.00 | 4,010,000.00 | 48,018.00 | 48,726.00 | 0.00 | 0.01 | -0.01 | 47,568.00 | 46,377.06 | 46,740.93 | -0.01 | 46,914.10 | 46,825.95 | 48,649.00 | 48,649.00 | -37,771.43 | 47,299.81 | 46,670.93 | 45,904.37 | -68,400.00 | -68,400.00 | 3,066.67 | 46,334.70 | 38,800.00 | -68,400.00 | -68,400.00 | -68,400.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-02 | 48,560.61 | -0.01 | 50,300.33 | 0.01 | 0.04 | 1,170,000.00 | 2,630,000.00 | 2,793,333.33 | 0.00 | 4,010,000.00 | 0.01 | 2,534,285.71 | 1,920,000.00 | 2,450,000.00 | 51,171.00 | 0.00 | 48,649.00 | 2,460,000.00 | 46,670.93 | 0.01 | 2,360,000.00 | 47,568.00 | 1,910,000.00 | 48,649.00 | 49,022.00 | -0.01 | 0.01 | -0.01 | 48,018.00 | 46,334.70 | 47,010.88 | 0.01 | 48,159.38 | 46,914.10 | 49,009.00 | 48,018.00 | -22,457.14 | 47,878.03 | 46,377.06 | 46,825.95 | -68,400.00 | -68,400.00 | 38,800.00 | 45,904.37 | 38,800.00 | -68,400.00 | 38,800.00 | -68,400.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-03 | 51,025.45 | 0.04 | 51,471.67 | 0.02 | -0.01 | 2,360,000.00 | 2,460,000.00 | 3,583,333.33 | -0.01 | 1,910,000.00 | 0.01 | 2,887,142.86 | 2,630,000.00 | 1,920,000.00 | 50,721.00 | 1.00 | 48,018.00 | 4,010,000.00 | 46,377.06 | 0.01 | 2,450,000.00 | 48,018.00 | 4,830,000.00 | 49,009.00 | 49,665.57 | -0.01 | 0.04 | 0.01 | 48,649.00 | 45,904.37 | 47,674.94 | 0.01 | 48,560.61 | 48,159.38 | 51,171.00 | 47,568.00 | -7,142.86 | 49,248.48 | 46,334.70 | 46,914.10 | -68,400.00 | 38,800.00 | 38,800.00 | 46,825.95 | 38,800.00 | -68,400.00 | 38,800.00 | -68,400.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | -68,400.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-04 | 50,245.46 | -0.03 | 51,381.67 | -0.00 | 0.04 | 2,450,000.00 | 4,010,000.00 | 3,333,333.33 | -0.01 | 4,830,000.00 | 0.01 | 3,002,857.14 | 2,460,000.00 | 2,630,000.00 | 52,523.00 | 0.00 | 47,568.00 | 1,910,000.00 | 46,334.70 | 0.04 | 1,920,000.00 | 48,649.00 | 3,260,000.00 | 51,171.00 | 50,141.71 | 0.01 | -0.01 | 0.01 | 49,009.00 | 46,825.95 | 48,233.62 | 0.01 | 51,025.45 | 48,560.61 | 50,721.00 | 48,018.00 | 8,171.43 | 49,943.84 | 45,904.37 | 48,159.38 | -68,400.00 | 38,800.00 | 38,800.00 | 46,914.10 | 38,800.00 | -68,400.00 | 38,800.00 | -68,400.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-05 | 50,688.91 | 0.01 | 51,591.67 | 0.00 | -0.03 | 1,920,000.00 | 1,910,000.00 | 4,056,666.67 | 0.01 | 3,260,000.00 | 0.01 | 3,311,428.57 | 4,010,000.00 | 2,460,000.00 | 50,901.00 | 1.00 | 48,018.00 | 4,830,000.00 | 45,904.37 | -0.01 | 2,630,000.00 | 49,009.00 | 4,080,000.00 | 50,721.00 | 50,617.86 | 0.01 | 0.04 | 0.01 | 51,171.00 | 46,914.10 | 48,917.12 | 0.04 | 50,245.46 | 51,025.45 | 52,523.00 | 48,649.00 | 23,485.71 | 50,653.27 | 46,825.95 | 48,560.61 | -68,400.00 | 38,800.00 | 38,800.00 | 48,159.38 | 38,800.00 | -68,400.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-06 | 50,468.89 | 0.02 | 51,471.33 | -0.00 | 0.01 | 2,630,000.00 | 4,830,000.00 | 3,506,666.67 | 0.01 | 4,080,000.00 | 0.01 | 3,390,000.00 | 1,910,000.00 | 4,010,000.00 | 51,351.00 | 1.00 | 48,649.00 | 3,260,000.00 | 46,825.95 | 0.04 | 2,460,000.00 | 51,171.00 | 3,180,000.00 | 52,523.00 | 51,119.71 | 0.01 | -0.03 | 0.04 | 50,721.00 | 48,159.38 | 49,437.54 | -0.01 | 50,688.91 | 50,245.46 | 50,901.00 | 49,009.00 | 38,800.00 | 50,467.75 | 46,914.10 | 51,025.45 | -68,400.00 | 38,800.00 | 38,800.00 | 48,560.61 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-09 | 50,391.15 | -0.02 | 51,531.33 | 0.00 | 0.02 | 2,460,000.00 | 3,260,000.00 | 3,426,666.67 | 0.01 | 3,180,000.00 | 0.01 | 3,470,000.00 | 4,830,000.00 | 1,910,000.00 | 52,162.00 | 0.00 | 49,009.00 | 4,080,000.00 | 46,914.10 | -0.03 | 4,010,000.00 | 50,721.00 | 3,020,000.00 | 50,901.00 | 51,415.71 | 0.04 | 0.01 | -0.01 | 52,523.00 | 48,560.61 | 49,934.26 | 0.04 | 50,468.89 | 50,688.91 | 51,351.00 | 51,171.00 | 38,800.00 | 50,516.32 | 48,159.38 | 50,245.46 | 38,800.00 | 38,800.00 | 38,800.00 | 51,025.45 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-10 | 50,298.70 | -0.00 | 51,411.33 | -0.00 | -0.02 | 4,010,000.00 | 4,080,000.00 | 3,163,333.33 | 0.04 | 3,020,000.00 | -0.00 | 3,367,142.86 | 3,260,000.00 | 4,830,000.00 | 51,081.00 | 0.00 | 51,171.00 | 3,180,000.00 | 48,159.38 | 0.01 | 1,910,000.00 | 52,523.00 | 3,290,000.00 | 51,351.00 | 51,390.00 | -0.01 | 0.02 | 0.04 | 50,901.00 | 51,025.45 | 50,239.88 | -0.03 | 50,391.15 | 50,468.89 | 52,162.00 | 50,721.00 | 38,800.00 | 50,386.25 | 48,560.61 | 50,688.91 | 38,800.00 | 38,800.00 | 38,800.00 | 50,245.46 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-11 | 50,346.76 | 0.01 | 51,141.00 | -0.01 | -0.00 | 1,910,000.00 | 3,180,000.00 | 2,933,333.33 | -0.01 | 3,290,000.00 | 0.00 | 3,450,000.00 | 4,080,000.00 | 3,260,000.00 | 50,991.00 | 1.00 | 50,721.00 | 3,020,000.00 | 48,560.61 | 0.02 | 4,830,000.00 | 50,901.00 | 2,490,000.00 | 52,162.00 | 51,480.00 | 0.04 | -0.02 | -0.03 | 51,351.00 | 50,245.46 | 50,495.04 | 0.01 | 50,298.70 | 50,391.15 | 51,081.00 | 52,523.00 | 38,800.00 | 50,345.54 | 51,025.45 | 50,468.89 | 38,800.00 | 38,800.00 | 38,800.00 | 50,688.91 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-12 | 47,478.58 | -0.02 | 50,840.67 | -0.01 | 0.01 | 4,830,000.00 | 3,020,000.00 | 2,876,666.67 | 0.04 | 2,490,000.00 | -0.01 | 3,167,142.86 | 3,180,000.00 | 4,080,000.00 | 51,351.00 | 0.00 | 52,523.00 | 3,290,000.00 | 51,025.45 | -0.02 | 3,260,000.00 | 51,351.00 | 2,850,000.00 | 51,081.00 | 51,145.29 | -0.03 | -0.00 | 0.01 | 52,162.00 | 50,688.91 | 49,988.35 | 0.02 | 50,346.76 | 50,298.70 | 50,991.00 | 50,901.00 | 38,800.00 | 49,374.68 | 50,245.46 | 50,391.15 | 38,800.00 | 38,800.00 | 38,800.00 | 50,468.89 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-13 | 47,257.33 | -0.03 | 50,120.00 | -0.01 | -0.02 | 3,260,000.00 | 3,290,000.00 | 2,933,333.33 | -0.03 | 2,850,000.00 | -0.01 | 3,195,714.29 | 3,020,000.00 | 3,180,000.00 | 50,180.00 | 0.00 | 50,901.00 | 2,490,000.00 | 50,245.46 | -0.00 | 4,080,000.00 | 52,162.00 | 3,460,000.00 | 50,991.00 | 50,849.29 | 0.01 | 0.01 | 0.02 | 51,081.00 | 50,468.89 | 49,561.47 | -0.02 | 47,478.58 | 50,346.76 | 51,351.00 | 51,351.00 | 38,800.00 | 48,360.89 | 50,688.91 | 50,298.70 | 38,800.00 | 38,800.00 | 38,800.00 | 50,391.15 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-16 | 47,467.21 | 0.03 | 49,729.67 | -0.01 | -0.03 | 4,080,000.00 | 2,490,000.00 | 2,783,333.33 | 0.01 | 3,460,000.00 | -0.00 | 2,904,285.71 | 3,290,000.00 | 3,020,000.00 | 48,829.00 | 1.00 | 51,351.00 | 2,850,000.00 | 50,688.91 | 0.01 | 3,180,000.00 | 51,081.00 | 2,040,000.00 | 51,351.00 | 50,682.00 | 0.02 | -0.02 | -0.02 | 50,991.00 | 50,391.15 | 49,101.23 | -0.00 | 47,257.33 | 47,478.58 | 50,180.00 | 52,162.00 | 38,800.00 | 47,401.04 | 50,468.89 | 50,346.76 | 38,800.00 | 38,800.00 | 38,800.00 | 50,298.70 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-17 | 48,264.08 | -0.01 | 49,519.67 | -0.00 | 0.03 | 3,180,000.00 | 2,850,000.00 | 2,236,666.67 | 0.02 | 2,040,000.00 | -0.01 | 2,622,857.14 | 2,490,000.00 | 3,290,000.00 | 50,180.00 | 0.00 | 52,162.00 | 3,460,000.00 | 50,468.89 | -0.02 | 3,020,000.00 | 50,991.00 | 1,210,000.00 | 50,180.00 | 50,308.86 | -0.02 | -0.03 | -0.00 | 51,351.00 | 50,298.70 | 48,786.26 | 0.01 | 47,467.21 | 47,257.33 | 48,829.00 | 51,081.00 | 38,800.00 | 47,662.87 | 50,391.15 | 47,478.58 | 38,800.00 | 38,800.00 | 38,800.00 | 50,346.76 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-18 | 47,560.81 | 0.01 | 49,940.00 | 0.01 | -0.01 | 3,020,000.00 | 3,460,000.00 | 1,596,666.67 | -0.02 | 1,210,000.00 | -0.00 | 2,411,428.57 | 2,850,000.00 | 2,490,000.00 | 49,550.00 | 1.00 | 51,081.00 | 2,040,000.00 | 50,391.15 | -0.03 | 3,290,000.00 | 51,351.00 | 1,540,000.00 | 48,829.00 | 50,167.29 | -0.00 | 0.03 | 0.01 | 50,180.00 | 50,346.76 | 48,381.92 | -0.02 | 48,264.08 | 47,467.21 | 50,180.00 | 50,991.00 | 38,800.00 | 47,764.03 | 50,298.70 | 47,257.33 | 38,800.00 | 38,800.00 | 38,800.00 | 47,478.58 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-19 | 48,104.65 | 0.02 | 50,180.33 | 0.00 | 0.01 | 3,290,000.00 | 2,040,000.00 | 2,020,000.00 | -0.00 | 1,540,000.00 | -0.00 | 2,414,285.71 | 3,460,000.00 | 2,850,000.00 | 50,090.00 | 1.00 | 50,991.00 | 1,210,000.00 | 50,298.70 | 0.03 | 2,490,000.00 | 50,180.00 | 3,310,000.00 | 50,180.00 | 50,154.43 | 0.01 | -0.01 | -0.02 | 48,829.00 | 47,478.58 | 48,068.49 | -0.03 | 47,560.81 | 48,264.08 | 49,550.00 | 51,351.00 | 38,800.00 | 47,976.51 | 50,346.76 | 47,467.21 | 38,800.00 | 38,800.00 | 38,800.00 | 47,257.33 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-20 | 48,188.42 | 0.00 | 50,630.67 | 0.01 | 0.02 | 2,490,000.00 | 1,210,000.00 | 2,406,666.67 | 0.01 | 3,310,000.00 | -0.00 | 2,397,142.86 | 2,040,000.00 | 3,460,000.00 | 50,901.00 | 0.00 | 51,351.00 | 1,540,000.00 | 50,346.76 | -0.01 | 2,850,000.00 | 48,829.00 | 2,370,000.00 | 49,550.00 | 50,090.14 | -0.02 | 0.01 | -0.03 | 50,180.00 | 47,257.33 | 47,760.15 | 0.03 | 48,104.65 | 47,560.81 | 50,090.00 | 50,180.00 | 38,800.00 | 47,951.29 | 47,478.58 | 48,264.08 | 38,800.00 | 38,800.00 | 38,800.00 | 47,467.21 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-23 | 48,497.80 | -0.01 | 50,690.67 | 0.00 | 0.00 | 2,850,000.00 | 1,540,000.00 | 2,773,333.33 | -0.02 | 2,370,000.00 | 0.00 | 2,367,142.86 | 1,210,000.00 | 2,040,000.00 | 50,901.00 | 0.00 | 50,180.00 | 3,310,000.00 | 47,478.58 | 0.01 | 3,460,000.00 | 50,180.00 | 2,640,000.00 | 50,090.00 | 50,103.00 | -0.03 | 0.02 | 0.03 | 49,550.00 | 47,467.21 | 47,905.76 | -0.01 | 48,188.42 | 48,104.65 | 50,901.00 | 48,829.00 | 38,800.00 | 48,263.62 | 47,257.33 | 47,560.81 | 38,800.00 | 38,800.00 | 38,800.00 | 48,264.08 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-24 | 48,016.40 | -0.01 | 50,240.33 | -0.01 | -0.01 | 3,460,000.00 | 3,310,000.00 | 2,510,000.00 | -0.03 | 2,640,000.00 | 0.00 | 2,232,857.14 | 1,540,000.00 | 1,210,000.00 | 50,270.00 | 0.00 | 48,829.00 | 2,370,000.00 | 47,257.33 | 0.02 | 2,040,000.00 | 49,550.00 | 2,520,000.00 | 50,901.00 | 50,206.00 | 0.03 | 0.00 | -0.01 | 50,090.00 | 48,264.08 | 48,014.19 | 0.01 | 48,497.80 | 48,188.42 | 50,901.00 | 50,180.00 | 38,800.00 | 48,234.20 | 47,467.21 | 48,104.65 | 38,800.00 | 38,800.00 | 38,800.00 | 47,560.81 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-25 | 47,872.70 | 0.02 | 50,060.00 | -0.00 | -0.01 | 2,040,000.00 | 2,370,000.00 | 2,483,333.33 | 0.03 | 2,520,000.00 | 0.00 | 2,268,571.43 | 3,310,000.00 | 1,540,000.00 | 49,550.00 | 1.00 | 50,180.00 | 2,640,000.00 | 47,467.21 | 0.00 | 1,210,000.00 | 50,090.00 | 2,290,000.00 | 50,901.00 | 50,231.71 | -0.01 | -0.01 | 0.01 | 50,901.00 | 47,560.81 | 48,072.12 | 0.02 | 48,016.40 | 48,497.80 | 50,270.00 | 49,550.00 | 38,800.00 | 48,128.97 | 48,264.08 | 48,188.42 | 38,800.00 | 38,800.00 | 38,800.00 | 48,104.65 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-26 | 48,365.99 | -0.01 | 49,940.00 | -0.00 | 0.02 | 1,210,000.00 | 2,640,000.00 | 2,123,333.33 | -0.01 | 2,290,000.00 | 0.00 | 2,318,571.43 | 2,370,000.00 | 3,310,000.00 | 50,360.00 | 0.00 | 49,550.00 | 2,520,000.00 | 48,264.08 | -0.01 | 1,540,000.00 | 50,901.00 | 1,560,000.00 | 50,270.00 | 50,283.14 | 0.01 | -0.01 | 0.02 | 50,901.00 | 48,104.65 | 48,086.68 | 0.00 | 47,872.70 | 48,016.40 | 49,550.00 | 50,090.00 | 38,800.00 | 48,085.03 | 47,560.81 | 48,497.80 | 38,800.00 | 38,800.00 | 38,800.00 | 48,188.42 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-27 | 47,869.49 | -0.03 | 49,609.67 | -0.01 | -0.01 | 1,540,000.00 | 2,520,000.00 | 2,483,333.33 | 0.01 | 1,560,000.00 | -0.00 | 2,612,857.14 | 2,640,000.00 | 2,370,000.00 | 49,910.00 | 0.00 | 50,090.00 | 2,290,000.00 | 47,560.81 | -0.01 | 3,310,000.00 | 50,901.00 | 3,600,000.00 | 49,550.00 | 50,064.43 | 0.02 | 0.02 | 0.00 | 50,270.00 | 48,188.42 | 48,130.78 | -0.01 | 48,365.99 | 47,872.70 | 50,360.00 | 50,901.00 | 38,800.00 | 48,036.06 | 48,104.65 | 48,016.40 | 38,800.00 | 38,800.00 | 38,800.00 | 48,497.80 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-30 | 47,180.50 | 0.01 | 49,189.67 | -0.01 | -0.03 | 3,310,000.00 | 2,290,000.00 | 2,041,233.33 | 0.02 | 3,600,000.00 | -0.01 | 2,277,671.43 | 2,520,000.00 | 2,640,000.00 | 48,559.00 | 1.00 | 50,901.00 | 1,560,000.00 | 48,104.65 | 0.02 | 2,370,000.00 | 50,270.00 | 963,700.00 | 50,360.00 | 49,807.14 | 0.00 | -0.01 | -0.01 | 49,550.00 | 48,497.80 | 47,998.76 | -0.01 | 47,869.49 | 48,365.99 | 49,910.00 | 50,901.00 | 38,800.00 | 47,805.33 | 48,188.42 | 47,872.70 | 38,800.00 | 38,800.00 | 38,800.00 | 48,016.40 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2024-12-31 | 47,518.87 | 0.00 | 48,969.67 | -0.00 | 0.01 | 2,370,000.00 | 1,560,000.00 | 1,840,333.33 | 0.00 | 963,700.00 | -0.00 | 2,075,857.14 | 2,290,000.00 | 2,520,000.00 | 49,100.00 | 1.00 | 50,901.00 | 3,600,000.00 | 48,188.42 | -0.01 | 2,640,000.00 | 49,550.00 | 957,300.00 | 49,910.00 | 49,571.29 | -0.01 | -0.03 | -0.01 | 50,360.00 | 48,016.40 | 47,903.11 | 0.02 | 47,180.50 | 47,869.49 | 48,559.00 | 50,270.00 | 38,800.00 | 47,522.96 | 48,497.80 | 48,365.99 | 38,800.00 | 38,800.00 | 38,800.00 | 47,872.70 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-02 | 47,787.74 | 0.00 | 49,216.67 | 0.01 | 0.00 | 2,640,000.00 | 3,600,000.00 | 811,333.33 | -0.01 | 957,300.00 | -0.00 | 1,772,000.00 | 1,560,000.00 | 2,290,000.00 | 49,250.00 | 1.00 | 50,270.00 | 963,700.00 | 48,497.80 | -0.03 | 2,520,000.00 | 50,360.00 | 513,000.00 | 48,559.00 | 49,432.71 | -0.01 | 0.01 | 0.02 | 49,910.00 | 47,872.70 | 47,801.67 | -0.01 | 47,518.87 | 47,180.50 | 49,100.00 | 49,550.00 | 38,800.00 | 47,495.70 | 48,016.40 | 47,869.49 | 38,800.00 | 38,800.00 | 38,800.00 | 48,365.99 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-03 | 47,653.37 | 0.00 | 49,300.00 | 0.00 | 0.00 | 2,520,000.00 | 963,700.00 | 1,120,100.00 | -0.01 | 513,000.00 | -0.00 | 1,682,000.00 | 3,600,000.00 | 1,560,000.00 | 49,300.00 | 1.00 | 49,550.00 | 957,300.00 | 48,016.40 | 0.01 | 2,290,000.00 | 49,910.00 | 1,890,000.00 | 49,100.00 | 49,404.14 | 0.02 | 0.00 | -0.01 | 48,559.00 | 48,365.99 | 47,749.81 | -0.03 | 47,787.74 | 47,518.87 | 49,250.00 | 50,360.00 | 38,800.00 | 47,653.33 | 47,872.70 | 47,180.50 | 38,800.00 | 38,800.00 | 38,800.00 | 47,869.49 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-06 | 47,677.90 | -0.01 | 49,216.67 | -0.00 | 0.00 | 2,290,000.00 | 957,300.00 | 1,184,333.33 | 0.02 | 1,890,000.00 | -0.00 | 1,519,142.86 | 963,700.00 | 3,600,000.00 | 49,350.00 | 0.00 | 50,360.00 | 513,000.00 | 47,872.70 | 0.00 | 1,560,000.00 | 48,559.00 | 1,150,000.00 | 49,250.00 | 49,209.86 | -0.01 | 0.00 | -0.03 | 49,100.00 | 47,869.49 | 47,721.98 | 0.01 | 47,653.37 | 47,787.74 | 49,300.00 | 49,910.00 | 38,800.00 | 47,706.34 | 48,365.99 | 47,518.87 | 38,800.00 | 38,800.00 | 38,800.00 | 47,180.50 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-07 | 47,729.55 | -0.02 | 48,833.33 | -0.01 | -0.01 | 1,560,000.00 | 513,000.00 | 1,563,333.33 | -0.01 | 1,150,000.00 | -0.01 | 1,532,000.00 | 957,300.00 | 963,700.00 | 49,000.00 | 0.00 | 49,910.00 | 1,890,000.00 | 48,365.99 | 0.00 | 3,600,000.00 | 49,100.00 | 1,650,000.00 | 49,300.00 | 48,958.43 | -0.03 | 0.00 | 0.01 | 49,250.00 | 47,180.50 | 47,631.06 | 0.00 | 47,677.90 | 47,653.37 | 49,350.00 | 48,559.00 | 38,800.00 | 47,686.94 | 47,869.49 | 47,787.74 | 38,800.00 | 38,800.00 | 38,800.00 | 47,518.87 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-08 | 46,150.64 | -0.02 | 48,116.67 | -0.01 | -0.02 | 3,600,000.00 | 1,890,000.00 | 1,523,333.33 | -0.03 | 1,650,000.00 | -0.00 | 1,270,571.43 | 513,000.00 | 957,300.00 | 48,150.00 | 0.00 | 48,559.00 | 1,150,000.00 | 47,869.49 | 0.00 | 963,700.00 | 49,250.00 | 1,770,000.00 | 49,350.00 | 48,764.29 | 0.01 | -0.01 | 0.00 | 49,300.00 | 47,518.87 | 47,385.51 | 0.00 | 47,729.55 | 47,677.90 | 49,000.00 | 49,100.00 | 38,800.00 | 47,186.03 | 47,180.50 | 47,653.37 | 38,800.00 | 38,800.00 | 38,800.00 | 47,787.74 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-09 | 44,918.28 | -0.03 | 47,116.67 | -0.02 | -0.02 | 963,700.00 | 1,150,000.00 | 1,686,666.67 | 0.01 | 1,770,000.00 | -0.01 | 1,367,185.71 | 1,890,000.00 | 513,000.00 | 47,200.00 | 0.00 | 49,100.00 | 1,650,000.00 | 47,180.50 | -0.01 | 957,300.00 | 49,300.00 | 1,640,000.00 | 49,000.00 | 48,321.43 | 0.00 | -0.02 | 0.00 | 49,350.00 | 47,787.74 | 47,062.34 | 0.00 | 46,150.64 | 47,729.55 | 48,150.00 | 49,250.00 | 38,800.00 | 46,266.16 | 47,518.87 | 47,677.90 | 38,800.00 | 38,800.00 | 38,800.00 | 47,653.37 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-10 | 43,176.57 | -0.03 | 45,950.00 | -0.02 | -0.03 | 957,300.00 | 1,650,000.00 | 1,730,000.00 | 0.00 | 1,640,000.00 | -0.01 | 1,484,714.29 | 1,150,000.00 | 1,890,000.00 | 46,000.00 | 0.00 | 49,250.00 | 1,770,000.00 | 47,518.87 | -0.02 | 513,000.00 | 49,350.00 | 1,780,000.00 | 48,150.00 | 47,664.29 | 0.00 | -0.02 | 0.00 | 49,000.00 | 47,653.37 | 46,442.01 | -0.01 | 44,918.28 | 46,150.64 | 47,200.00 | 49,300.00 | 38,800.00 | 44,748.50 | 47,787.74 | 47,729.55 | 38,800.00 | 38,800.00 | 38,800.00 | 47,677.90 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-13 | 43,077.60 | 0.00 | 45,150.00 | -0.02 | -0.03 | 513,000.00 | 1,770,000.00 | 1,666,666.67 | 0.00 | 1,780,000.00 | -0.01 | 1,637,142.86 | 1,650,000.00 | 1,150,000.00 | 44,650.00 | 1.00 | 49,300.00 | 1,640,000.00 | 47,787.74 | -0.02 | 1,890,000.00 | 49,000.00 | 1,580,000.00 | 47,200.00 | 47,021.43 | 0.00 | -0.03 | -0.01 | 48,150.00 | 47,677.90 | 45,769.13 | -0.02 | 43,176.57 | 44,918.28 | 46,000.00 | 49,350.00 | 38,800.00 | 43,724.15 | 47,653.37 | 46,150.64 | 38,800.00 | 38,800.00 | 38,800.00 | 47,729.55 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-14 | 43,130.25 | 0.00 | 44,750.00 | -0.01 | 0.00 | 1,890,000.00 | 1,640,000.00 | 1,315,200.00 | 0.00 | 1,580,000.00 | -0.01 | 1,450,800.00 | 1,770,000.00 | 1,650,000.00 | 44,800.00 | 0.00 | 49,350.00 | 1,780,000.00 | 47,653.37 | -0.03 | 1,150,000.00 | 48,150.00 | 585,600.00 | 46,000.00 | 46,371.43 | -0.01 | -0.03 | -0.02 | 47,200.00 | 47,729.55 | 45,122.97 | -0.02 | 43,077.60 | 43,176.57 | 44,650.00 | 49,000.00 | 38,800.00 | 43,128.14 | 47,677.90 | 44,918.28 | 38,800.00 | 38,800.00 | 38,800.00 | 46,150.64 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-15 | 42,891.35 | 0.01 | 44,900.00 | 0.00 | 0.00 | 1,150,000.00 | 1,780,000.00 | 877,466.67 | -0.01 | 585,600.00 | -0.01 | 1,353,200.00 | 1,640,000.00 | 1,770,000.00 | 44,800.00 | 1.00 | 49,000.00 | 1,580,000.00 | 47,677.90 | -0.03 | 1,650,000.00 | 47,200.00 | 466,800.00 | 44,650.00 | 45,814.29 | -0.02 | 0.00 | -0.02 | 46,000.00 | 46,150.64 | 44,439.18 | -0.03 | 43,130.25 | 43,077.60 | 44,800.00 | 48,150.00 | 38,800.00 | 43,033.06 | 47,729.55 | 43,176.57 | 38,800.00 | 38,800.00 | 38,800.00 | 44,918.28 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-16 | 43,803.01 | 0.02 | 45,333.33 | 0.01 | 0.01 | 1,650,000.00 | 1,580,000.00 | 669,766.67 | -0.02 | 466,800.00 | -0.01 | 1,254,185.71 | 1,780,000.00 | 1,640,000.00 | 45,100.00 | 1.00 | 48,150.00 | 585,600.00 | 47,729.55 | 0.00 | 1,770,000.00 | 46,000.00 | 956,900.00 | 44,800.00 | 45,521.43 | -0.02 | 0.00 | -0.03 | 44,650.00 | 44,918.28 | 43,878.24 | -0.03 | 42,891.35 | 43,130.25 | 44,800.00 | 47,200.00 | 38,800.00 | 43,274.87 | 46,150.64 | 43,077.60 | 38,800.00 | 38,800.00 | 38,800.00 | 43,176.57 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-17 | 44,981.99 | 0.03 | 46,216.67 | 0.02 | 0.02 | 1,770,000.00 | 585,600.00 | 927,900.00 | -0.02 | 956,900.00 | 0.00 | 1,195,614.29 | 1,580,000.00 | 1,780,000.00 | 46,100.00 | 1.00 | 47,200.00 | 466,800.00 | 46,150.64 | 0.00 | 1,640,000.00 | 44,650.00 | 1,360,000.00 | 44,800.00 | 45,557.14 | -0.03 | 0.01 | -0.03 | 44,800.00 | 43,176.57 | 43,711.29 | 0.00 | 43,803.01 | 42,891.35 | 45,100.00 | 46,000.00 | 38,800.00 | 43,892.12 | 44,918.28 | 43,130.25 | 38,800.00 | 38,800.00 | 38,800.00 | 43,077.60 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-20 | 44,610.06 | -0.02 | 46,716.67 | 0.01 | 0.03 | 1,640,000.00 | 466,800.00 | 997,000.00 | -0.03 | 1,360,000.00 | 0.00 | 1,057,628.57 | 585,600.00 | 1,580,000.00 | 47,450.00 | 0.00 | 46,000.00 | 956,900.00 | 44,918.28 | 0.01 | 1,780,000.00 | 44,800.00 | 674,100.00 | 45,100.00 | 45,642.86 | -0.03 | 0.02 | 0.00 | 44,800.00 | 43,077.60 | 43,667.26 | 0.00 | 44,981.99 | 43,803.01 | 46,100.00 | 44,650.00 | 38,800.00 | 44,465.02 | 43,176.57 | 42,891.35 | 38,800.00 | 38,800.00 | 38,800.00 | 43,130.25 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-21 | 44,827.89 | 0.01 | 47,000.00 | 0.01 | -0.02 | 1,780,000.00 | 956,900.00 | 901,366.67 | -0.03 | 674,100.00 | 0.01 | 899,057.14 | 466,800.00 | 585,600.00 | 46,600.00 | 1.00 | 44,650.00 | 1,360,000.00 | 43,176.57 | 0.02 | 1,580,000.00 | 44,800.00 | 670,000.00 | 46,100.00 | 45,971.43 | 0.00 | 0.03 | 0.00 | 45,100.00 | 43,130.25 | 43,903.16 | 0.01 | 44,610.06 | 44,981.99 | 47,450.00 | 44,800.00 | 38,800.00 | 44,806.65 | 43,077.60 | 43,803.01 | 38,800.00 | 38,800.00 | 38,800.00 | 42,891.35 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-22 | 43,925.29 | -0.01 | 46,650.00 | -0.01 | 0.01 | 1,580,000.00 | 1,360,000.00 | 629,500.00 | 0.00 | 670,000.00 | 0.01 | 751,114.29 | 956,900.00 | 466,800.00 | 46,950.00 | 0.00 | 44,800.00 | 674,100.00 | 43,077.60 | 0.03 | 585,600.00 | 45,100.00 | 544,400.00 | 47,450.00 | 46,200.00 | 0.00 | -0.02 | 0.01 | 46,100.00 | 42,891.35 | 44,024.26 | 0.02 | 44,827.89 | 44,610.06 | 46,600.00 | 44,800.00 | 38,800.00 | 44,454.41 | 43,130.25 | 44,981.99 | 38,800.00 | 38,800.00 | 38,800.00 | 43,803.01 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-23 | 44,534.46 | 0.02 | 46,950.00 | 0.01 | -0.01 | 585,600.00 | 674,100.00 | 699,000.00 | 0.00 | 544,400.00 | 0.01 | 793,542.86 | 1,360,000.00 | 956,900.00 | 46,400.00 | 1.00 | 44,800.00 | 670,000.00 | 43,130.25 | -0.02 | 466,800.00 | 46,100.00 | 882,600.00 | 46,600.00 | 46,585.71 | 0.01 | 0.01 | 0.02 | 47,450.00 | 43,803.01 | 44,224.86 | 0.03 | 43,925.29 | 44,827.89 | 46,950.00 | 45,100.00 | 38,800.00 | 44,429.21 | 42,891.35 | 44,610.06 | 38,800.00 | 38,800.00 | 38,800.00 | 44,981.99 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-01-24 | 43,948.24 | -0.01 | 47,000.00 | 0.00 | 0.02 | 466,800.00 | 670,000.00 | 719,100.00 | 0.01 | 882,600.00 | 0.01 | 831,185.71 | 674,100.00 | 1,360,000.00 | 47,500.00 | 0.00 | 45,100.00 | 544,400.00 | 42,891.35 | 0.01 | 956,900.00 | 47,450.00 | 730,300.00 | 46,950.00 | 46,871.43 | 0.02 | -0.01 | 0.03 | 46,600.00 | 44,981.99 | 44,375.85 | -0.02 | 44,534.46 | 43,925.29 | 46,400.00 | 46,100.00 | 38,800.00 | 44,136.00 | 43,803.01 | 44,827.89 | 38,800.00 | 38,800.00 | 38,800.00 | 44,610.06 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-03 | 43,390.02 | -0.05 | 46,466.67 | -0.01 | -0.01 | 956,900.00 | 544,400.00 | 1,200,966.67 | 0.02 | 730,300.00 | -0.00 | 978,771.43 | 670,000.00 | 674,100.00 | 47,100.00 | 0.00 | 46,100.00 | 882,600.00 | 43,803.01 | -0.01 | 1,360,000.00 | 46,600.00 | 1,990,000.00 | 46,400.00 | 46,685.71 | 0.03 | 0.02 | -0.02 | 46,950.00 | 44,610.06 | 44,316.85 | 0.01 | 43,948.24 | 44,534.46 | 47,500.00 | 47,450.00 | 38,800.00 | 43,957.57 | 44,981.99 | 43,925.29 | 38,800.00 | 38,800.00 | 38,800.00 | 44,827.89 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-04 | 43,259.82 | 0.01 | 45,766.67 | -0.01 | -0.05 | 1,360,000.00 | 882,600.00 | 1,171,700.00 | 0.03 | 1,990,000.00 | -0.01 | 898,028.57 | 544,400.00 | 670,000.00 | 44,800.00 | 1.00 | 47,450.00 | 730,300.00 | 44,981.99 | 0.02 | 674,100.00 | 46,950.00 | 794,800.00 | 47,500.00 | 46,392.86 | -0.02 | -0.01 | 0.01 | 46,400.00 | 44,827.89 | 44,070.83 | -0.01 | 43,390.02 | 43,948.24 | 47,100.00 | 46,600.00 | 38,800.00 | 43,532.69 | 44,610.06 | 44,534.46 | 38,800.00 | 38,800.00 | 38,800.00 | 43,925.29 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-05 | 42,957.62 | 0.01 | 45,333.33 | -0.01 | 0.01 | 674,100.00 | 730,300.00 | 1,185,966.67 | -0.02 | 794,800.00 | -0.00 | 912,171.43 | 882,600.00 | 544,400.00 | 45,400.00 | 1.00 | 46,600.00 | 1,990,000.00 | 44,610.06 | -0.01 | 670,000.00 | 46,400.00 | 773,100.00 | 47,100.00 | 46,278.57 | 0.01 | -0.05 | -0.01 | 47,500.00 | 43,925.29 | 43,834.76 | 0.02 | 43,259.82 | 43,390.02 | 44,800.00 | 46,950.00 | 38,800.00 | 43,202.49 | 44,827.89 | 43,948.24 | 38,800.00 | 38,800.00 | 38,800.00 | 44,534.46 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-06 | 43,392.92 | -0.01 | 45,466.67 | 0.00 | 0.01 | 670,000.00 | 1,990,000.00 | 771,133.33 | 0.01 | 773,100.00 | -0.01 | 922,957.14 | 730,300.00 | 882,600.00 | 45,800.00 | 0.00 | 46,950.00 | 794,800.00 | 44,827.89 | -0.05 | 544,400.00 | 47,500.00 | 745,500.00 | 44,800.00 | 46,028.57 | -0.01 | 0.01 | 0.02 | 47,100.00 | 44,534.46 | 43,629.77 | -0.01 | 42,957.62 | 43,259.82 | 45,400.00 | 46,400.00 | 38,800.00 | 43,203.45 | 43,925.29 | 43,390.02 | 38,800.00 | 38,800.00 | 38,800.00 | 43,948.24 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-07 | 42,954.01 | -0.01 | 45,316.67 | -0.00 | -0.01 | 544,400.00 | 794,800.00 | 815,666.67 | -0.01 | 745,500.00 | -0.00 | 977,814.29 | 1,990,000.00 | 730,300.00 | 45,200.00 | 0.00 | 46,400.00 | 773,100.00 | 43,925.29 | 0.01 | 882,600.00 | 47,100.00 | 928,400.00 | 45,400.00 | 45,821.43 | 0.02 | 0.01 | -0.01 | 44,800.00 | 43,948.24 | 43,491.01 | -0.05 | 43,392.92 | 42,957.62 | 45,800.00 | 47,500.00 | 38,800.00 | 43,101.52 | 44,534.46 | 43,259.82 | 38,800.00 | 38,800.00 | 38,800.00 | 43,390.02 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-10 | 43,071.42 | -0.02 | 44,733.33 | -0.01 | -0.01 | 882,600.00 | 773,100.00 | 1,174,633.33 | 0.02 | 928,400.00 | -0.01 | 1,116,014.29 | 794,800.00 | 1,990,000.00 | 44,950.00 | 0.00 | 47,500.00 | 745,500.00 | 44,534.46 | 0.01 | 730,300.00 | 44,800.00 | 1,850,000.00 | 45,800.00 | 45,328.57 | -0.01 | -0.01 | -0.05 | 45,400.00 | 43,390.02 | 43,282.01 | 0.01 | 42,954.01 | 43,392.92 | 45,200.00 | 47,100.00 | 38,800.00 | 43,139.45 | 43,948.24 | 42,957.62 | 38,800.00 | 38,800.00 | 38,800.00 | 43,259.82 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-11 | 43,037.46 | 0.01 | 44,550.00 | -0.00 | -0.02 | 730,300.00 | 745,500.00 | 1,192,933.33 | -0.01 | 1,850,000.00 | -0.01 | 1,126,028.57 | 773,100.00 | 794,800.00 | 44,050.00 | 1.00 | 47,100.00 | 928,400.00 | 43,948.24 | -0.01 | 1,990,000.00 | 45,400.00 | 800,400.00 | 45,200.00 | 44,978.57 | -0.05 | -0.01 | 0.01 | 45,800.00 | 43,259.82 | 43,151.90 | 0.01 | 43,071.42 | 42,954.01 | 44,950.00 | 44,800.00 | 38,800.00 | 43,020.96 | 43,390.02 | 43,392.92 | 38,800.00 | 38,800.00 | 38,800.00 | 42,957.62 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-12 | 43,445.85 | 0.02 | 44,683.33 | 0.00 | 0.01 | 1,990,000.00 | 928,400.00 | 1,171,033.33 | -0.05 | 800,400.00 | 0.00 | 964,985.71 | 745,500.00 | 773,100.00 | 44,650.00 | 1.00 | 44,800.00 | 1,850,000.00 | 43,390.02 | -0.01 | 794,800.00 | 45,800.00 | 862,700.00 | 44,950.00 | 45,057.14 | 0.01 | -0.02 | 0.01 | 45,200.00 | 42,957.62 | 43,159.87 | -0.01 | 43,037.46 | 43,071.42 | 44,050.00 | 45,400.00 | 38,800.00 | 43,184.91 | 43,259.82 | 42,954.01 | 38,800.00 | 38,800.00 | 38,800.00 | 43,392.92 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-13 | 43,571.26 | -0.00 | 45,083.33 | 0.01 | 0.02 | 794,800.00 | 1,850,000.00 | 742,533.33 | 0.01 | 862,700.00 | -0.00 | 932,085.71 | 928,400.00 | 745,500.00 | 45,350.00 | 0.00 | 45,400.00 | 800,400.00 | 43,259.82 | -0.02 | 773,100.00 | 45,200.00 | 564,500.00 | 44,050.00 | 45,035.71 | 0.01 | 0.01 | -0.01 | 44,950.00 | 43,392.92 | 43,204.36 | -0.01 | 43,445.85 | 43,037.46 | 44,650.00 | 45,800.00 | 38,800.00 | 43,351.52 | 42,957.62 | 43,071.42 | 38,800.00 | 38,800.00 | 38,800.00 | 42,954.01 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-14 | 43,394.00 | -0.01 | 45,200.00 | 0.00 | -0.00 | 773,100.00 | 800,400.00 | 746,133.33 | 0.01 | 564,500.00 | -0.00 | 937,528.57 | 1,850,000.00 | 928,400.00 | 45,250.00 | 0.00 | 45,800.00 | 862,700.00 | 42,957.62 | 0.01 | 745,500.00 | 44,950.00 | 811,200.00 | 44,650.00 | 44,921.43 | -0.01 | 0.02 | -0.01 | 44,050.00 | 42,954.01 | 43,266.70 | -0.02 | 43,571.26 | 43,445.85 | 45,350.00 | 45,200.00 | 38,800.00 | 43,470.37 | 43,392.92 | 43,037.46 | 38,800.00 | 38,800.00 | 38,800.00 | 43,071.42 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-17 | 42,916.62 | -0.01 | 44,933.33 | -0.01 | -0.01 | 745,500.00 | 862,700.00 | 764,366.67 | -0.01 | 811,200.00 | -0.00 | 962,085.71 | 800,400.00 | 1,850,000.00 | 45,000.00 | 0.00 | 45,200.00 | 564,500.00 | 43,392.92 | 0.02 | 928,400.00 | 44,050.00 | 917,400.00 | 45,350.00 | 44,828.57 | -0.01 | -0.00 | -0.02 | 44,650.00 | 43,071.42 | 43,198.66 | 0.01 | 43,394.00 | 43,571.26 | 45,250.00 | 44,950.00 | 38,800.00 | 43,293.96 | 42,954.01 | 43,445.85 | 38,800.00 | 38,800.00 | 38,800.00 | 43,037.46 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-18 | 42,922.89 | 0.00 | 44,716.67 | -0.00 | -0.01 | 928,400.00 | 564,500.00 | 773,033.33 | -0.01 | 917,400.00 | -0.00 | 913,814.29 | 862,700.00 | 800,400.00 | 44,550.00 | 1.00 | 44,950.00 | 811,200.00 | 42,954.01 | -0.00 | 1,850,000.00 | 44,650.00 | 590,500.00 | 45,250.00 | 44,778.57 | -0.02 | -0.01 | 0.01 | 45,350.00 | 43,037.46 | 43,194.21 | 0.02 | 42,916.62 | 43,394.00 | 45,000.00 | 44,050.00 | 38,800.00 | 43,077.84 | 43,071.42 | 43,571.26 | 38,800.00 | 38,800.00 | 38,800.00 | 43,445.85 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-19 | 43,499.99 | 0.01 | 44,800.00 | 0.00 | 0.00 | 1,850,000.00 | 811,200.00 | 855,966.67 | -0.02 | 590,500.00 | 0.00 | 800,957.14 | 564,500.00 | 862,700.00 | 44,600.00 | 1.00 | 44,050.00 | 917,400.00 | 43,071.42 | -0.01 | 800,400.00 | 45,350.00 | 1,060,000.00 | 45,000.00 | 44,950.00 | 0.01 | -0.01 | 0.02 | 45,250.00 | 43,445.85 | 43,255.44 | -0.00 | 42,922.89 | 42,916.62 | 44,550.00 | 44,650.00 | 38,800.00 | 43,113.17 | 43,037.46 | 43,394.00 | 38,800.00 | 38,800.00 | 38,800.00 | 43,571.26 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-20 | 43,447.06 | -0.01 | 44,916.67 | 0.00 | 0.01 | 800,400.00 | 917,400.00 | 775,733.33 | 0.01 | 1,060,000.00 | 0.00 | 783,285.71 | 811,200.00 | 564,500.00 | 45,250.00 | 0.00 | 44,650.00 | 590,500.00 | 43,037.46 | -0.01 | 862,700.00 | 45,250.00 | 676,700.00 | 44,550.00 | 44,985.71 | 0.02 | 0.00 | -0.00 | 45,000.00 | 43,571.26 | 43,313.95 | -0.01 | 43,499.99 | 42,922.89 | 44,600.00 | 45,350.00 | 38,800.00 | 43,289.98 | 43,445.85 | 42,916.62 | 38,800.00 | 38,800.00 | 38,800.00 | 43,394.00 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-21 | 43,296.97 | -0.00 | 44,950.00 | 0.00 | -0.01 | 862,700.00 | 590,500.00 | 872,233.33 | 0.02 | 676,700.00 | -0.00 | 785,757.14 | 917,400.00 | 811,200.00 | 44,900.00 | 0.00 | 45,350.00 | 1,060,000.00 | 43,445.85 | 0.00 | 564,500.00 | 45,000.00 | 880,000.00 | 44,600.00 | 44,892.86 | -0.00 | 0.01 | -0.01 | 44,550.00 | 43,394.00 | 43,292.68 | -0.01 | 43,447.06 | 43,499.99 | 45,250.00 | 45,250.00 | 38,800.00 | 43,414.67 | 43,571.26 | 42,922.89 | 38,800.00 | 38,800.00 | 38,800.00 | 42,916.62 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-24 | 43,264.80 | -0.01 | 44,583.33 | -0.01 | -0.00 | 564,500.00 | 1,060,000.00 | 1,075,566.67 | -0.00 | 880,000.00 | -0.00 | 943,685.71 | 590,500.00 | 917,400.00 | 44,700.00 | 0.00 | 45,250.00 | 676,700.00 | 43,571.26 | 0.01 | 811,200.00 | 44,550.00 | 1,670,000.00 | 45,250.00 | 44,735.71 | -0.01 | -0.01 | -0.01 | 44,600.00 | 42,916.62 | 43,248.90 | 0.00 | 43,296.97 | 43,447.06 | 44,900.00 | 45,000.00 | 38,800.00 | 43,336.28 | 43,394.00 | 43,499.99 | 38,800.00 | 38,800.00 | 38,800.00 | 42,922.89 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 2025-02-25 | 43,190.95 | 0.00 | 44,350.00 | -0.01 | -0.01 | 811,200.00 | 676,700.00 | 1,163,300.00 | -0.01 | 1,670,000.00 | -0.00 | 962,071.43 | 1,060,000.00 | 590,500.00 | 44,150.00 | 1.00 | 45,000.00 | 880,000.00 | 43,394.00 | -0.01 | 917,400.00 | 44,600.00 | 939,900.00 | 44,900.00 | 44,621.43 | -0.01 | -0.00 | 0.00 | 45,250.00 | 42,922.89 | 43,219.90 | 0.01 | 43,264.80 | 43,296.97 | 44,700.00 | 44,550.00 | 38,800.00 | 43,250.91 | 42,916.62 | 43,447.06 | 38,800.00 | 38,800.00 | 38,800.00 | 43,499.99 | 38,800.00 | 38,800.00 | 38,800.00 | 38,800.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 1.00 | 38,800.00 | 1.00 | 1.00 | 9.09 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 9.09 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 9.09 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
Sử dụng LSTM để dự đoán cho giá trị tương lai 3 ngày tới
In [48]:
def lstm_train_finetune_predict(
pred_df,
actual_df,
scaler,
lookback=360,
epochs_pretrain=1000,
epochs_finetune=1000,
batch_size=32,
predict_days=7
):
# Bước 1: Huấn luyện
pred_series = pred_df['Prediction value'].values.reshape(-1, 1)
last_date = pred_df.index[-1]
scaled_pred = scaler.fit_transform(pred_series)
def create_sequences(data, lookback):
X, y = [], []
for i in range(lookback, len(data)):
X.append(data[i - lookback:i, 0])
y.append(data[i, 0])
X = np.array(X)
y = np.array(y)
return X.reshape(X.shape[0], X.shape[1], 1), y
X_pred, y_pred = create_sequences(scaled_pred, lookback)
split = int(len(X_pred) * 0.8)
X_train_pred, X_val_pred = X_pred[:split], X_pred[split:]
y_train_pred, y_val_pred = y_pred[:split], y_pred[split:]
model = Sequential()
model.add(LSTM(50, input_shape=(lookback, 1)))
model.add(Dense(1))
model.compile(optimizer='adam', loss='mean_squared_error')
early_stop = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)
model.fit(
X_train_pred, y_train_pred,
validation_data=(X_val_pred, y_val_pred),
epochs=epochs_pretrain,
batch_size=batch_size,
callbacks=[early_stop],
verbose=1
)
# Bước 2: Fine-tune trên giá thực
actual_series = actual_df['Target'].values.reshape(-1, 1)
scaled_actual = scaler.fit_transform(actual_series)
X_actual, y_actual = create_sequences(scaled_actual, lookback)
split_act = int(len(X_actual) * 0.8)
X_train_act, X_val_act = X_actual[:split_act], X_actual[split_act:]
y_train_act, y_val_act = y_actual[:split_act], y_actual[split_act:]
model.fit(
X_train_act, y_train_act,
validation_data=(X_val_act, y_val_act),
epochs=epochs_finetune,
batch_size=batch_size,
callbacks=[early_stop],
verbose=1
)
# Dự đoán ngày mới
last_seq = scaled_actual[-lookback:].reshape(1, lookback, 1)
future_scaled_preds = []
for _ in range(predict_days):
next_scaled = model.predict(last_seq, verbose=0)[0][0]
future_scaled_preds.append(next_scaled)
last_seq = np.append(last_seq[:, 1:, :], [[[next_scaled]]], axis=1)
future_preds = scaler.inverse_transform(np.array(future_scaled_preds).reshape(-1, 1)).flatten()
future_dates = pd.bdate_range(start=actual_df.index[-1] + pd.Timedelta(days=1), periods=predict_days)
future_df = pd.DataFrame({
'Date': future_dates,
'Predicted Closing Price': future_preds
})
return model, future_df
In [53]:
days = 3
model_predict_cmg, predict_cmg_price_further = lstm_train_finetune_predict(prediction_cmg, regressor_cmg[['Target']], model['CMG']['X_scaler'], predict_days=days)
print(f"Dự đoán giá cổ phiếu CMG thời gian {days} ngày tới")
display(predict_cmg_price_further)
Epoch 1/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 4s 461ms/step - loss: 1.2229 - val_loss: 0.8650 Epoch 2/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 270ms/step - loss: 0.7979 - val_loss: 0.5059 Epoch 3/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 253ms/step - loss: 0.4448 - val_loss: 0.2145 Epoch 4/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 248ms/step - loss: 0.1689 - val_loss: 0.0214 Epoch 5/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 240ms/step - loss: 0.0145 - val_loss: 0.0466 Epoch 6/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 247ms/step - loss: 0.0618 - val_loss: 0.0758 Epoch 7/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 203ms/step - loss: 0.0624 - val_loss: 0.0171 Epoch 8/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 211ms/step - loss: 0.0118 - val_loss: 5.9487e-04 Epoch 9/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 214ms/step - loss: 0.0022 - val_loss: 0.0096 Epoch 10/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 207ms/step - loss: 0.0118 - val_loss: 0.0161 Epoch 11/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 282ms/step - loss: 0.0160 - val_loss: 0.0139 Epoch 12/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 234ms/step - loss: 0.0126 - val_loss: 0.0068 Epoch 13/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 231ms/step - loss: 0.0057 - val_loss: 0.0013 Epoch 1/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 240ms/step - loss: 0.0108 - val_loss: 0.0197 Epoch 2/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 262ms/step - loss: 0.0130 - val_loss: 0.0175 Epoch 3/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 241ms/step - loss: 0.0107 - val_loss: 0.0110 Epoch 4/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 259ms/step - loss: 0.0060 - val_loss: 0.0054 Epoch 5/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 254ms/step - loss: 0.0035 - val_loss: 0.0022 Epoch 6/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 247ms/step - loss: 0.0029 - val_loss: 8.6957e-04 Epoch 7/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 219ms/step - loss: 0.0030 - val_loss: 5.4699e-04 Epoch 8/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 220ms/step - loss: 0.0045 - val_loss: 5.1144e-04 Epoch 9/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 270ms/step - loss: 0.0042 - val_loss: 5.2920e-04 Epoch 10/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 213ms/step - loss: 0.0034 - val_loss: 6.3820e-04 Epoch 11/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 247ms/step - loss: 0.0035 - val_loss: 9.4109e-04 Epoch 12/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 218ms/step - loss: 0.0027 - val_loss: 0.0014 Epoch 13/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 241ms/step - loss: 0.0026 - val_loss: 0.0020 Dự đoán giá cổ phiếu CMG thời gian 3 ngày tới
| Date | Predicted Closing Price | |
|---|---|---|
| 0 | 2025-02-26 | 44,614.54 |
| 1 | 2025-02-27 | 44,554.74 |
| 2 | 2025-02-28 | 44,507.10 |
Giá cổ phiếu CMG thực tế 3 ngày đó:
2025-02-26: 44600 VNĐ2025-02-27: 44450 VNĐ2025-02-28: 44400 VNĐ
In [54]:
days = 3
model_predict_fpt, predict_fpt_price_further = lstm_train_finetune_predict(prediction_fpt, regressor_fpt[['Target']], model['FPT']['X_scaler'], predict_days=days)
print(f"Dự đoán giá cổ phiếu CMG thời gian {days} ngày tới")
display(predict_fpt_price_further)
Epoch 1/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 4s 483ms/step - loss: 0.8391 - val_loss: 0.6667 Epoch 2/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 205ms/step - loss: 0.5647 - val_loss: 0.3914 Epoch 3/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 216ms/step - loss: 0.3191 - val_loss: 0.1466 Epoch 4/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 276ms/step - loss: 0.1052 - val_loss: 0.0022 Epoch 5/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 250ms/step - loss: 0.0083 - val_loss: 0.0698 Epoch 6/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 299ms/step - loss: 0.0729 - val_loss: 0.0473 Epoch 7/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 268ms/step - loss: 0.0385 - val_loss: 0.0031 Epoch 8/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 312ms/step - loss: 0.0037 - val_loss: 0.0044 Epoch 9/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 233ms/step - loss: 0.0063 - val_loss: 0.0153 Epoch 1/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 228ms/step - loss: 0.0040 - val_loss: 5.3828e-04 Epoch 2/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 234ms/step - loss: 0.0061 - val_loss: 3.2942e-04 Epoch 3/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 286ms/step - loss: 0.0042 - val_loss: 5.5482e-04 Epoch 4/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 284ms/step - loss: 0.0022 - val_loss: 0.0031 Epoch 5/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 282ms/step - loss: 0.0023 - val_loss: 0.0059 Epoch 6/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 271ms/step - loss: 0.0031 - val_loss: 0.0056 Epoch 7/1000 3/3 ━━━━━━━━━━━━━━━━━━━━ 1s 266ms/step - loss: 0.0028 - val_loss: 0.0031 Dự đoán giá cổ phiếu CMG thời gian 3 ngày tới
| Date | Predicted Closing Price | |
|---|---|---|
| 0 | 2025-03-13 | 137,930.36 |
| 1 | 2025-03-14 | 137,690.94 |
| 2 | 2025-03-17 | 137,462.42 |
Giá cổ phiếu FPT 3 ngày đó:
2025-03-13: 136500 VNĐ2025-03-14: 131400 VNĐ2025-03-17: 130000 VNĐ